Datasets:

acronym_identification

like 18

[ "This", "graph", "shows", "a", "peak", "at", "disease", "stage", "dominated", "by", "CN", "and", "MCI", "non", "-", "converters", ",", "which", "shows", "that", "these", "subjects", "are", "not", "progressing", "towards", "AD", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Model", "predictive", "control", "(", "MPC", ")", "is", "a", "popular", "approach", "to", "performing", "this", "type", "of", "constrained", "optimization", "iteratively", "over", "fixed", "horizons", ",", "but", "its", "computational", "complexity", "has", "hindered", "applications", "to", "high", "-", "dimensional", "systems", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "There", "is", "a", "breaking", "point", "in", "EC", "scenario", "where", "beyond", "that", "point", "the", "EC", "can", "not", "serve", "more", "users", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Similarly", ",", "Section", "introduces", "Infinite", "Impulse", "Response", "(", "IIR", ")", "filters", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "As", "VGI", ",", "SC", "faces", "challenges", "regarding", "availability", "of", "workers", "in", "areas", "where", "they", "are", "needed", ",", "plus", "specific", "challenges", "like", "optimal", "task", "assignment", "according", "to", "workers", "'", "current", "positions", "and", "available", "budget", ",", "and", "how", "to", "preserve", "their", "privacy", "kandappu_obfuscation_2018,tong_flexible_2017", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "We", "can", "see", "that", "public", "MNOs", "reset", "the", "DSCP", "values", "to", "CS0", "for", "any", "traffic", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "RS", "code", "was", "adopted", "because", "it", "offers", "less", "complexity", ",", "and", "consequently", "achieves", "a", "better", "performance", "for", "real", "-", "time", "services", "Neckebroek2010", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "average", "precision", "(", "AP", ")", "measures", "the", "mean", "precision", "for", "all", "recall", "values", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "concurrent", "work", "on", "self", "-", "supervised", "semi", "-", "supervised", "learning", "independently", "explores", "the", "contributions", "of", "self", "-", "supervised", "regularization", "for", "SSL", "in", "a", "way", "similar", "to", "ours", ",", "but", "with", "a", "different", "evaluation", "protocol", "and", "end", "goal", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "IntroductionThe", "inherent", "challenge", "of", "Wi", "-", "Fi", "and", "Long", "Term", "Evolution", "(", "LTE", ")", "coexisting", "fairly", "in", "the", "unlicensed", "bands", "at", "5", "GHz", "has", "been", "addressed", "by", "recent", "standardization", "efforts", ":", "LTE", "-", "LAA", "developed", "by", "3GPP", "and", "LTE", "-", "U", "developed", "by", "the", "LTE", "-", "U", "Forum", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Il", "Sistema", "che", "andremo", "a", "studiare", "(", "chiamato", "LKp", ")", "e", "il", "frammento", "proposizionale", "del", "Sistema", "LK", "di", ",", "il", "cui", "nome", "e", "l'acronimo", "di", "Logik", "Klassische", "ossia", "\"", "logica", "classica", "\"", "(", "mentre", "la", "\"", "p", "\"", "sta", "appunto", "per", "proposizionale", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Clearly", ",", "the", "SA", "scheme", "eq", ":", "sa_sp", "satisfies", "Aass", ":", "SA2-Aass", ":", "L", "as", "we", "have", "set", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Experimental", "metrics", ":", "To", "measure", "the", "object", "detection", "performance", ",", "average", "precision", "(", "AP", ")", "and", "correct", "localization", "(", "CorLoc", ")", "is", "used", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "showed", "that", "we", "can", "solve", "problem", "(", ")", "by", "directly", "extending", "SGD", "to", "stochastic", "gradient", "descent", "ascent", "(", "SGDA", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "This", "is", "indeed", "the", "semantics", "of", "termination", "used", "in", "several", "proof", "assistants", ";", "in", "particular", ",", "in", "the", "Prototype", "Verification", "Systems", "(", "PVS", ")", "such", "ranking", "functions", "should", "be", "provided", "by", "the", "specifier", ",", "as", "part", "of", "each", "recursive", "definition", ",", "and", "the", "decreasingness", "requirements", "are", "implemented", "through", "the", "so", "-", "called", "termination", "Type", "Correctness", "Conditions", "(", "termination", "TCCs", ",", "for", "short", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "SIFT", ":", "scale", "invariant", "feature", "transform", ",", "HOG", ":", "histograms", "of", "gradient", ",", "LBP", ":", "local", "binary", "patterns", ",", "CNN", ":", "convolutional", "neural", "networks", ",", "ResNet", ":", "residual", "networks", ".", ")" ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "A", "true", "positive", "(", "TP", ")", "is", "defined", "as", "the", "number", "of", "ads", "correctly", "blocked", ",", "a", "true", "negative", "(", "TN", ")", "as", "the", "number", "of", "non", "-", "ads", "correctly", "rendered", "(", "or", "not", "blocked", ")", ",", "a", "false", "positive", "(", "FP", ")", "as", "the", "number", "of", "non", "-", "ads", "incorrectly", "blocked", "and", "false", "negative", "(", "FN", ")", "is", "the", "number", "of", "ads", "missed", "to", "block", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "accumulation", "of", "audio", "samples", "occurs", "in", "RAM", "for", "both", "processes", "to", "minimize", "secure", "digital", "(", "SD", ")", "card", "input", "/", "output", "(", "I", "/", "O", ")", "operations", ",", "which", "can", "lead", "to", "SD", "card", "fatigue", "and", "corruption", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "krishnan2018challenges", "recently", "found", "that", "using", "the", "standard", "training", "algorithm", "of", "VAEs", "in", "large", "sparse", "discrete", "data", "may", "suffer", "from", "model", "underfitting", "and", "proposed", "a", "stochastic", "variational", "inference", "(", "SVI", ")", "hoffman2013stochastic", "algorithm", "initialised", "by", "AVI", "to", "mitigate", "this", "issue", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "As", "a", "reminder", ",", "Long", "Short", "Term", "Memory", "(", "LSTM", ")", "is", "a", "special", "type", "of", "Recurrent", "Neural", "Network", "(", "RNN", ")", "with", "the", "capability", "of", "learning", "long", "term", "and", "short", "term", "despendencies", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "probabilistic", "serial", "(", "PS", ")", "mechanism", "belongs", "to", "the", "class", "of", "\"", "simultaneous", "eating", "\"", "mechanisms", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "As", "we", "will", "discuss", "later", ",", "they", "provide", "different", "information", "granularity", "in", "the", "Gramian", "Angular", "Field", "for", "classification", "tasks", ",", "and", "the", "Gramian", "Angular", "Difference", "Field", "(", "GADF", ")", "of", "rescaled", "data", "has", "the", "accurate", "inverse", "map", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Cognitive", "Radio", "(", "CR", ")", "is", "an", "emerging", "paradigm", "for", "efficiently", "exploiting", "the", "limited", "spectral", "resources", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "To", "quantitatively", "evaluate", "the", "trajectories", "we", "use", "the", "absolute", "trajectory", "error", "(", "ATE", ")", "and", "the", "relative", "pose", "error", "(", "RPE", ")", "as", "proposed", "insturm12iros", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "In", "the", "second", "method", ",", "we", "estimate", "the", "probabilistic", "O", "-", "D", "demand", "using", "real", "-", "world", "day", "-", "to", "-", "day", "traffic", "flow", "count", "data", "using", "this", "IGLS", "framework", ",", "and", "check", "if", "the", "estimated", "O", "-", "D", "demand", ",", "along", "with", "GESTA", ",", "can", "reproduce", "the", "actual", "traffic", "flow", "observed", "for", "a", "set", "of", "days", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Latent", "Dirichlet", "Allocation", "(", "LDA", ")", "blei2003latent", ",", "for", "example", ",", "provides", "a", "robust", "and", "scalable", "approach", "for", "document", "modeling", ",", "by", "introducing", "latent", "variables", "for", "each", "token", ",", "indicating", "its", "topic", "assignment", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "first", "record", "of", "an", "anonymized", "trajectory", "shows", "a", "minimum", "bounding", "rectangle", "(", "MBR", ")", "region", "of", "three", "user", "locations", "and", "their", "activities", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "prediction", "method", "is", "validated", "by", "finite", "element", "method", "(", "FEM", ")", "simulation", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "We", "assume", "the", "eNB", "has", "perfect", "channel", "state", "information", "(", "CSI", ")", "of", "all", "channels", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "They", "conclude", "that", "Label", "Distribution", "Age", "Encoding", "(", "LDAE", ")", "is", "an", "optimal", "way", "for", "the", "target", "encoding", "to", "train", "a", "CNN", "for", "an", "age", "estimation", "task", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "In", "the", "following", ",", "we", "use", "a", "receiver", "operating", "characteristic", "(", "ROC", ")", "based", "approach", "to", "evaluate", "the", "relative", "accuracy", "of", "the", "methods", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Collective", "matrix", "factorization", "hashing", "(", "CMFH", ")", "seeks", "to", "detect", "the", "shared", "latent", "structures", "of", "heterogeneous", "modalities", "with", "collective", "matrix", "factorization", "for", "generating", "cross", "-", "modal", "hash", "codes", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "They", "use", "a", "linear", "Support", "Vector", "Machine", "(", "SVM", ")", "approach", "with", "BOW", "features", "and", "other", "manually", "selected", "features", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "resulting", "IDP", "subset", "and", "their", "trajectories", ",", "described", "by", "a", "sequence", "of", "stay", "locations", ",", "can", "be", "used", "in", "studies", "to", "better", "understand", "the", "movements", "of", "people", "in", "the", "aftermath", "of", "a", "disaster", ",", "and", "the", "behaviour", "of", "internally", "displaced", "persons", ",", "via", "methods", "that", "are", "complementary", "to", "traditional", "survey", "methods", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "goal", "is", "to", "extend", "the", "battery", "life", "of", "the", "sensors", ",", "IoT", "gateways", "and", "cluster", "heads", "as", "well", "as", "to", "reduce", "latency", "for", "some", "critical", "applications", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "An", "optimally", "weighted", "average", "(", "OWA", ")", "method", "was", "proposed", "for", "data", "cleaning", "and", "imputation", "in", ",", "which", "can", "be", "applied", "to", "offline", "or", "online", "situations", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "In", "Martin", "Grohe", ",", "Eric", "Koskinen", ",", "and", "Natarajan", "Shankar", ",", "editors", ",", "Symposium", "on", "Logic", "in", "Computer", "Science", "(", "LICS", ")", ",", "pages", "146", "-", "155", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "This", "property", "along", "with", "several", "complex", "lower", "layer", "state", "machine", "transitions", ",", "complicated", "interactions", "between", "user", "equipment", "(", "UE", ")", "and", "BS", ",", "and", "scheduling", "algorithms", "used", "in", "BS", "to", "allocate", "resources", "for", "users", "through", "time", "which", "are", "generally", "unknown", "for", "end", "-", "users", "make", "cellular", "channels", "hard", "to", "be", "predictable", "if", "not", "unpredictable", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "MI", "18", "is", "the", "model", "from", "the", "MP", "-", "POOL", "-", "SELFATT", "model", "in", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "For", "this", "reason", ",", "we", "consider", "two", "different", "measures", "(", "see", "Appendix", "for", "details", ")", ":", "the", "median", "absolute", "difference", "(", "MAD", ")", "and", "the", "median", "absolute", "percentage", "difference", "(", "MAPD", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Although", "the", "feasibility", "for", "self", "interference", "cancellation", "(", "SIC", ")", "at", "a", "(", "low", "-", "power", ")", "base", "station", "has", "been", "confirmed", ",", "the", "interference", "at", "DL", "users", "caused", "from", "UL", "users", "needs", "to", "be", "avoided", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "main", "contributions", "of", "this", "paper", "are", ":", "(", "i", ")", "the", "design", "and", "implementation", "of", "Blocks", ",", "a", "mobile", "application", "that", "enables", "collaborative", "and", "persistent", "mobile", "augmented", "reality", "experiences", "across", "multiple", "design", "dimensions", ",", "(", "ii", ")", "empirical", "results", "from", "lab", "and", "field", "deployment", "studies", "that", "advance", "our", "understanding", "of", "how", "varying", "design", "dimensions", "affect", "end", "-", "user", "experience", "and", "participation", ",", "and", "(", "iii", ")", "recommendations", "for", "designing", "engaging", "experiences", "aligned", "with", "a", "vision", "of", "a", "world", "where", "anyone", "can", "co", "-", "create", "persistent", "AR", "content", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "This", "toolkit", "performs", "the", "evaluation", "of", "several", "accuracy", "metrics", "(", "Average", "F1", "score", ",", "NMI", ",", "ARI", "and", "JI", ")", "as", "well", "as", "some", "intrinsic", "quality", "metrics", ",", "and", "provides", "highly", "optimized", "parallel", "implementations", "of", "these", "metrics", "in", "C++", "leveraging", "MPI", "(", "the", "Message", "Passing", "Interface", ")", "and", "Pthreads", "(", "POSIX", "Threads", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "IP", "contains", "mathematical", "methods", "for", "how", "a", "shark", "image", "is", "preprocessed", "in", "order", "to", "reduce", "noise", "caused", "by", "wind", "or", "weather", "in", "the", "ocean", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Thus", ",", "parameters", "of", "the", "selection", "are", "passed", "into", "the", "constructor", "upon", "initialization", ",", "and", "the", "API", "consists", "of", "three", "functions", ":", "fit", ",", "which", "performs", "the", "selection", "and", "stores", "the", "identified", "ranking", "of", "examples", ",", "transform", ",", "which", "uses", "the", "stored", "ranking", "to", "select", "the", "subset", "of", "examples", "from", "the", "data", "set", ",", "and", "the", "fittransform", "function", ",", "which", "successively", "calls", "the", "fit", "and", "then", "the", "transform", "function", "on", "a", "data", "set", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "An", "integer", "linear", "programming", "(", "ILP", ")", "formulation", "of", "the", "problem", "was", "also", "presented", "in", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "burlot", ":", "hal-01618387", "presented", "a", "new", "protocol", "for", "evaluating", "the", "morphological", "competence", "of", "MT", "systems", ",", "indicating", "that", "current", "translation", "systems", "only", "manage", "to", "capture", "some", "morphological", "phenomena", "correctly", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Learned", "DM", "based", "on", "the", "formalism", "of", "Partially", "Observable", "Markov", "Decision", "Processes", "(", "POMDPs", ")", "has", "shown", "promising", "results", "in", "task", "-", "oriented", "dialogue", "systems", ",", "both", "in", "simulation", "and", "real", "-", "life", "settingsroy2000spokengavsic2010gaussianyoung2013pomdp", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "computations", "were", "performed", "using", "the", "HKU", "ITS", "research", "computing", "facilities", "that", "are", "supported", "in", "part", "by", "the", "Hong", "Kong", "UGC", "Special", "Equipment", "Grant", "(", "SEG", "HKU09", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "We", "would", "like", "to", "acknowledge", "support", "for", "this", "project", "from", "the", "National", "Science", "Foundation", "(", "NSF", "grant", "1317560", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "In", "order", "to", "quantitatively", "show", "these", "trade", "-", "off", "characteristics", ",", "the", "Root", "Mean", "Square", "Error", "(", "RMSE", ")", "values", "of", "the", "estimation", "are", "compared", "in", "Table", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Aug", ",", "BT", ",", "SR", "and", "AR", "denote", "augmentation", ",", "box", "style", "of", "canvas", "method", ",", "score", "rescaling", "and", "average", "recall", "respectively", ".", "(" ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Traditional", "MDC", "approaches", "have", "been", "widely", "studied", "in", "the", "last", "decades", ",", "among", "which", "the", "derivation", "of", "multiple", "description", "(", "MD", ")", "theoretical", "rate", "-", "distortion", "regions", "is", "a", "fundamental", "and", "significant", "topic", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "IDC", ":", "in", "-", "degree", "centrality", ",", "BC", ":", "betweenness", "centrality", ",", "CC", ":", "closeness", "centrality", ",", "EC", ":", "eigenvector", "centrality", ",", "PG", ":", "page", "-", "rank", "centrality", ",", "and", "HC", ":", "hub", "centrality", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Our", "protocol", "is", "built", "on", "the", "semi", "-", "honest", "secure", "extension", "protocol", "of", "Kolesnikov", "and", "Kumaresan", "of", "CRYPTO'13", "(", "referred", "as", "KK13", "protocol", "henceforth", ")", "which", "is", "the", "best", "known", "OT", "extension", "for", "short", "secrets", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Recently", ",", "classifies", "locally", "sampled", "patches", "(", "i.e.", "by", "a", "Super", "-", "Pixel", "(", "SP", ")", "algorithm", ")", "with", "a", "Convolutional", "Neural", "Network", "(", "CNN", ")", "as", "cloud", "or", "non", "-", "cloud", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "In", "the", "evaluation", ",", "the", "Intersection", "Over", "Union", "(", "IOU", ")", "threshold", "was", "set", "to", "0.5", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Our", "graph", "capsule", "idea", "is", "quite", "general", "and", "can", "be", "employed", "in", "any", "version", "of", "GCNN", "model", "either", "design", "for", "solving", "graph", "semi", "-", "supervised", "problem", "or", "doing", "sequence", "learning", "on", "graphs", "via", "Graph", "Convolution", "Recurrent", "Neural", "Network", "models", "(", "GCRNNs", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "SPIDER2", ",", "improved", "work", "of", "SPIDER", ",", "could", "improve", "the", "prediction", "of", "the", "secondary", "structure", "(", "SS", ")", "and", "torsion", "angles", "(", ",", ",", ",", ")", "by", "iteratively", "using", "predicted", "SS", ",", "angles", "and", "solvent", "accessible", "surface", "area", "(", "ASA", ")", "results", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "path", "cost", "-", "sensitive", "naive", "Bayes", "classifier", "(", "PCNB", ")", "for", "the", "generative", "model", "are", "introduced", "above", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "BTAS", "2016", ":", "BTAS", "database", "contains", "genuine", "and", "different", "kinds", "of", "replay", "attacks", "where", "genuine", ",", "SS", "and", "VC", "speech", "samples", "were", "played", "back", "using", "high", "-", "quality", "devices", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "As", "such", ",", "the", "scientific", "literature", "constitutes", "a", "heterogeneous", "attributed", "network", "(", "HAN", ")", "and", "since", "new", "papers", "are", "constantly", "published", ",", "this", "HAN", "grows", "in", "real", "time", "(", "Figure", "shows", "an", "hypothetical", "example", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "However", ",", "the", "full", "posterior", "detector", "seems", "to", "perform", "worse", "than", "information", "pursuit", "after", "140", "questions", "(", "after", "70", "IP", "steps", "with", "the", "batch", "size", "of", "2", ")", "which", "seems", "counterintuitive", "because", "we", "expect", "to", "achieve", "better", "performance", "by", "incorporating", "more", "evidence", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "In", "this", "work", ",", "we", "selected", "images", "only", "of", "the", "superficial", "layer", "(", "containing", "the", "vasculature", "enclosed", "in", "the", "internal", "limiting", "membrane", "layer", "(", "ILM", ")", "and", "the", "inner", "plexiform", "layer", "(", "IPL", ")", ")", "with", "33", "mm", "field", "of", "view", "from", "left", "and", "right", "eyes", "of", "17", "participants", "with", "and", "without", "family", "history", "of", "dementia", "as", "part", "of", "a", "prospective", "study", "aimed", "to", "find", "early", "biomarkers", "of", "neurodegenerative", "diseases", "(", "PREVENT", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "relaxation", "of", "the", "constraints", "CT6", "are", "also", "justified", "in", "this", "study", ",", "studying", "the", "compromise", "between", "solution", "quality", "and", "computation", "times", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "IQR", ":", "interquartile", "range", ";", "TF", ":", "term", "frequency", ";", "TF", "-", "IDF", ":", "term", "frequency", "-", "inverse", "document", "frequency", ";", "T", "-", "SVD", ":", "truncated", "singular", "value", "decomposition", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "We", "developed", "training", "and", "test", "data", "sets", "for", "formal", "languages", "drawn", "from", "the", "Strictly", "Local", "(", "SL", ")", "and", "Strictly", "Piecewise", "(", "SP", ")", "classes", "of", "formal", "languages", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "For", "all", "tests", ",", "this", "study", "used", "quadruple", "range", "(", "QR", ")", "angular", "quadrature", "with", "8", "azimuthal", "and", "6", "polar", "angles", "per", "octant", "(", "QR", "8", "-", "6", ")", "in", "the", "main", "solver", "and", "QR", "1", "-", "1", "inside", "the", "preconditioner", ",", "scattering", "expansion", ",", "and", "56", "energy", "groups", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "However", ",", "since", "the", "formation", "of", "metal", "artifacts", "involves", "complicated", "mechanisms", "such", "as", "beam", "hardening", ",", "scatter", ",", "noise", ",", "and", "the", "non", "-", "linear", "partial", "volume", "effect", ",", "it", "is", "very", "challenging", "to", "model", "and", "reduce", "metal", "artifacts", "in", "the", "CT", "images", "with", "traditional", "approaches", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Recent", "work", "in", "the", "context", "of", "IoT", "also", "addressed", "mathematical", "foundations", "for", "quantifying", "confidence", "in", "deep", "learning", "predictions", "to", "support", "mission", "-", "critical", "applications", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "TPR", "=", "True", "Positive", "Rate", "." ]

[ 4, 4, 4, 4, 4, 4 ]

[ "Recently", ",", "a", "Fast", "Linear", "Attitude", "Estimator", "(", "FLAE", ",", ")", "has", "been", "proposed", "by", "us", "that", "is", "proven", "to", "be", "faster", "than", "these", "representative", "attitude", "solvers", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Garbage", "collection", "Kyong2017,Ousterhout2017", ",", "Java", "virtual", "machine", "(", "JVM", ")", "positioning", "to", "cores", "Kyong2017", ",", "delays", "introduced", "while", "the", "tasks", "move", "from", "the", "scheduler", "to", "execution", "Gittens2016", ",", "disk", "I", "/", "O", "during", "shuffling", ",", "Java", "'s", "just", "-", "in", "-", "time", "compilation", "Ousterhout2017", ",", "output", "skew", "Ousterhout2017", ",", "high", "CPU", "utilization", ",", "disk", "utilization", ",", "unhandled", "I", "/", "O", "access", "requests", ",", "and", "network", "package", "loss", "Garraghan2016", "were", "also", "among", "other", "external", "factors", "that", "might", "introduce", "stragglers", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "three", "tests", "used", "in", "this", "experiment", "are", "Mean", "Corpuscular", "Hemoglobin", "Concentration", "(", "MCHC", ")", ",", "Mean", "Corpuscular", "Hemoglobin", "(", "MCH", ")", "and", "Mean", "Corpuscular", "Volume", "(", "MCV", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Binary", "Relevance", "(", "BR", ")", "exploiting", "the", "marginal", "probabilities", "to", "improve", "prediction", "quality", "for", "single", "labels", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "reason", "is", "that", "LE", "scheduling", "fails", "when", "the", "low", "energy", "nodes", "have", "poor", "link", "quality", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "More", "recently", ",", "Kleene", "algebra", "has", "been", "extended", "with", "a", "parallel", "composition", "operator", ",", "yielding", "concurrent", "Kleene", "algebra", "(", "CKA", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "UIEBD", ":", "Underwater", "Image", "Enhancement", "Benchmark", "Dataset", "includes", "950", "real", "-", "world", "underwater", "images", ",", "890", "of", "which", "have", "the", "corresponding", "reference", "images", "where", "each", "reference", "image", "is", "selected", "from", "12", "enhanced", "results", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Reinforcement", "Learning", "(", "RL", ")", "is", "a", "popular", "goal", "-", "based", "approach", ",", "where", "each", "user", "action", "produces", "some", "reward", "representing", "progress", "toward", "the", "goal", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Second", ",", "the", "convolutional", "neural", "network", "(", "CNN", ")", "is", "employed", "to", "extract", "features", "from", "image", "patches", ",", "yielding", "the", "Deep", "Embedding", "framework", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "Exponential", "Moving", "Average", "method", "now", "corresponds", "to", "an", "integral", "of", "the", "form", "where", "and", "a", "normalizing", "term", "such", "that", "the", "EMA", "of", "a", "constant", "function", "is", "equal", "to", "that", "constant", "(", "i.e.", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "A", "kind", "of", "affine", "arithmetic", "(", "AA", ")", "method", "was", "developed", "for", "uncertain", "renewable", "generations", "in", "optimal", "power", "flow", "(", "OPF", ")", "problem", ",", "and", "weather", "-", "based", "OPF", "was", "correspondingly", "proposed", "based", "on", "AA", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "UB", "and", "UB", "both", "use", "a", "known", "valid", "coloring", "of", "the", "graph", "and", "explore", "a", "set", "of", "motifs", "representing", "an", "abstraction", "of", "all", "possible", "colorings", "of", "the", "graph", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "In", ",", "a", "multi", "-", "agent", "control", "system", "is", "proposed", "which", "uses", "the", "reinforcement", "learning", "to", "estimate", "the", "state", "of", "other", "agents", "using", "the", "event", "-", "based", "message", "passing", ",", "with", "the", "objective", "of", "the", "load", "frequency", "control", "(", "LFC", ")", "in", "AC", "grids", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Degeneracy", "of", "the", "optimization", "function", ",", "together", "with", "the", "aforementioned", "computational", "drawback", "of", "modularity", "extensions", ",", "motivated", "us", "to", "introduce", "a", "new", "overlap", "decomposition", "technique", ",", "OD", "(", "see", "Section", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "This", "early", "stage", "conversion", "to", "the", "digital", "domain", "means", "there", "is", "the", "absolute", "minimum", "of", "low", "level", "analog", "audio", "signal", "moving", "around", "the", "circuit", ",", "resulting", "in", "superior", "external", "radio", "frequency", "interference", "(", "RFI", ")", "and", "localized", "electromagnetic", "interference", "(", "EMI", ")", "rejection", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "At", "the", "gNB", ",", "is", "mapped", "to", "an", "MCS", "index", "based", "on", "the", "downlink", "control", "indicator", "(", "DCI", ")", "format", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Since", "our", "main", "goal", "in", "this", "paper", "is", "to", "extend", "and", "adapt", "this", "discussion", "to", "the", "context", "of", "IS", ",", "we", "start", "by", "briefly", "outlining", "some", "relevant", "proposals", "(", "mostly", "in", "the", "context", "of", "CS", ")", ",", "the", "ideas", "of", "which", "are", "close", "in", "spirit", "to", "the", "vision", "we", "present", "below", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "They", "think", "\"", "A", "well", "-", "conducted", "rapid", "review", "may", "produce", "better", "evidence", "than", "a", "poorly", "conducted", "systematic", "review", "\"", "(", "S42", ":", "+1", ")", ",", "but", "on", "the", "other", "hand", ",", "they", "have", "more", "confidence", "in", "evidence", "produced", "with", "a", "SR", "than", "in", "evidence", "produced", "with", "a", "RR", "(", "S37", ":", "+2", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Brief", "Overview", "of", "Oracle", "AIAs", "described", "above", ",", "an", "Oracle", "AI", "is", "a", "system", "which", "only", "answers", "questions", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "For", "knowledge", "-", "based", "QA", "systems", ",", "a", "paraphrasing", "step", "can", "produce", "multiple", "variations", "of", "a", "user", "query", "and", "match", "them", "with", "knowledge", "base", "assertions", ",", "enhancing", "recall", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "We", "represent", "using", "a", "Convolutional", "Neural", "Network", "(", "CNN", ")", "which", "is", "learned", "end", "-", "to", "-", "end", "from", "the", "microphone", "signals", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Experimental", "result", "of", "the", "proposed", "methodology", "using", "a", "nonholonomic", "wheeled", "mobile", "robot", "(", "WMR", ")", "is", "presented", "and", "improved", "tracking", "accuracy", "of", "the", "proposed", "control", "law", "is", "noted", "compared", "to", "time", "-", "delayed", "control", "and", "adaptive", "sliding", "mode", "control", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Universal", "Ground", "Control", "Software", "(", "UGCS", ")", ":", "It", "is", "a", "simple", "desktop", "software", "solution", "able", "to", "communicate", "with", "and", "control", "multiple", "unmanned", "systems", "simultaneously", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "For", "example", ",", "storing", "a", "graph", "with", "two", "billion", "nodes", "in", "main", "memory", "requires", "around", "1", "TB", "RAM", ",", "which", "exceeds", "the", "capacity", "of", "commodity", "servers", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "LMF", ":", "Low", "-", "Rank", "Multimodal", "Fusion", "(", "LMF", ")", "learns", "the", "multimodal", "embedding", "based", "the", "similar", "tensor", "processing", "of", "TFN", ",", "but", "with", "an", "additional", "low", "-", "rank", "factor", "for", "reducing", "computation", "memory", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "Among", "them", ",", "the", "best", "defenses", "are", "based", "on", "adversarial", "training", "(", "AT", ")", "where", "models", "are", "trained", "on", "adversarial", "examples", "to", "better", "classify", "adversarial", "examples", "during", "test", "time", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "The", "authors", "would", "like", "to", "thank", "the", "support", "from", "Amazon", "Web", "Service", "Machine", "Learning", "for", "Research", "Award", "(", "AWS", "MLRA", ")", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]

[ "MRL", "-", "Memristor", "Ratioed", "Logic", "." ]

[ 4, 4, 4, 4, 4, 4 ]

[ "This", "correlation", "is", "defined", "as", "the", "Objective", "Fitness", "Correlation", ",", "OFC", ",", "indejong:2007:ofc", "as", "a", "new", "objective", "measure", "for", "evaluating", "coevolutionary", "algorithms", "." ]

[ 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4 ]