hunoutl/paperlists huggingface dataset:
Title: Estimating counterfactual treatment outcomes over time through adversarially balanced representations
Affiliations: Department of Electrical Engineering, University of California, Los Angeles, USA; University of Cambridge, Cambridge, UK; University of California, Los Angeles, USA; The Alan Turing Institute, London, UK; Department of Engineering Science, University of Oxford, Oxford, UK; Department of Engineering Science, University of Oxford, Oxford, UK; The Alan Turing Institute, London, UK
Conference: iclr 2020 (main track)
Keywords: treatment effects over time;causal inference;counterfactual estimation
Decision: Spotlight
Title: Sliced Cramer Synaptic Consolidation for Preserving Deeply Learned Representations
Affiliations: HRL Laboratories, LLC, Malibu, CA, 91301, USA; School of Computer Science, Loughborough University, Leicestershire, UK
Conference: iclr 2020 (main track)
Keywords: selective plasticity;catastrophic forgetting;intransigence
Decision: Spotlight
Title: Language GANs Falling Short
Affiliations: Mila, HEC Montr ´eal; Canada CIFAR AI Chair; Mila, Universit ´e de Montr ´eal; Mila, McGill University; Google Brain, Montr ´eal; Mila, Universit ´e de Montr ´eal; Canada CIFAR AI Chair; Mila, Universit ´e de Montr ´eal; Google Brain, Montr ´eal; Mila, McGill University; Facebook AI Research, Montr ´eal; Canada CIFAR AI Chair
Conference: iclr 2020 (main track)
Keywords: NLP;GAN;MLE;adversarial;text generation;temperature
Decision: Poster
Title: Watch the Unobserved: A Simple Approach to Parallelizing Monte Carlo Tree Search
Affiliations: Tencent AI Lab, Bellevue, WA 98004, USA; Seattle AI Lab, Kwai Inc., Bellevue, WA 98004, USA
Conference: iclr 2020 (main track)
Keywords: parallel Monte Carlo Tree Search (MCTS);Upper Confidence bound for Trees (UCT);Reinforcement Learning (RL)
Decision: Talk
Title: U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation
Affiliations: Clova AI Research, NAVER Corp; NCSOFT; Boeing Korea Engineering and Technology Center
Conference: iclr 2020 (main track)
Keywords: Image-to-Image Translation;Generative Attentional Networks;Adaptive Layer-Instance Normalization
Decision: Poster
Title: Fast is better than free: Revisiting adversarial training
Affiliations: Computer Science Department, Carnegie Mellon University, Pittsburgh, PA 15213, USA; Machine Learning Department, Carnegie Mellon University, Pittsburgh, PA 15213, USA; Computer Science Department, Carnegie Mellon University and Bosch Center for Artiﬁcial Intelligence, Pittsburgh, PA 15213, USA
Conference: iclr 2020 (main track)
Keywords: adversarial examples;adversarial training;fast gradient sign method
Decision: Poster
Title: Pitfalls of In-Domain Uncertainty Estimation and Ensembling in Deep Learning
Affiliations: Samsung AI Center Moscow, HSE‡; HSE‡, Samsung AI Center Moscow; Samsung AI Center Moscow, Skoltech†, HSE‡; Samsung AI Center Moscow, HSE§
Conference: iclr 2020 (main track)
Keywords: uncertainty;in-domain uncertainty;deep ensembles;ensemble learning;deep learning
Decision: Poster
Title: Enhancing Transformation-Based Defenses Against Adversarial Attacks with a Distribution Classifier
Affiliations: School of Computing, National University of Singapore; Bioinformatics Institute, A*STAR Singapore; School of Computing, National University of Singapore; School of Computing, National University of Singapore; Bioinformatics Institute, A*STAR Singapore; Image and Pervasive Access Lab (IPAL), CNRS UMI 2955; Singapore Eye Research Institute
Conference: iclr 2020 (main track)
Keywords: adversarial attack;transformation defenses;distribution classifier
Decision: Poster
Title: Symplectic Recurrent Neural Networks
Affiliations: New York University, New York, USA; New York University, New York, USA; Facebook AI Research, New York, USA; Tianjin University, Tianjin, China; Facebook AI Research, New York, USA
Conference: iclr 2020 (main track)
Keywords: Hamiltonian systems;learning physical laws;symplectic integrators;recurrent neural networks;inverse problems
Decision: Spotlight
Title: Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps
Affiliations: Department of Computer Science and Engineering, University at Buffalo, The State University of New York; Department of Computer Science, Stanford University; Center for Applied Mathematics, Cornell University; Institute for Computational and Mathematical Engineering, Stanford University
Conference: iclr 2020 (main track)
Keywords: structured matrices;efficient ML;algorithms;butterfly matrices;arithmetic circuits
Decision: Spotlight
Title: Compression based bound for non-compressed network: unified generalization error analysis of large compressible deep neural network
Affiliations: NTT Data Corporation, Japan; Graduate School of Information Science and Technology, The University of Tokyo, Japan; Center for Advanced Intelligence Project, RIKEN, Japan; iPride Co., Ltd., Japan
Conference: iclr 2020 (main track)
Keywords: Generalization error;compression based bound;local Rademacher complexity
Decision: Spotlight
Title: Rethinking Softmax Cross-Entropy Loss for Adversarial Robustness
Affiliations: RealAI; Dept. of Comp. Sci. & Tech., BNRist Center, Institute for AI, Tsinghua University
Conference: iclr 2020 (main track)
Keywords: Trustworthy Machine Learning;Adversarial Robustness;Training Objective;Sample Density
Decision: Poster
Title: Expected Information Maximization: Using the I-Projection for Mixture Density Estimation
Affiliations: Autonomous Learning Robots, KIT; Bosch Center for Artiﬁcial Intelligence; Autonomous Learning Robots, KIT; Bosch Center for Artiﬁcial Intelligence; University of T ¨ubingen; Intelligent Autonomous Systems, TU Darmstadt
Conference: iclr 2020 (main track)
Keywords: density estimation;information projection;mixture models;generative learning;multimodal modeling
Decision: Poster
Title: Neural Machine Translation with Universal Visual Representation
Affiliations: National Institute of Information and Communications Technology (NICT), Kyoto, Japan; Department of Computer Science and Engineering, Shanghai Jiao Tong University; Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai Jiao Tong University; MoE Key Lab of Artificial Intelligence, AI Institute, Shanghai Jiao Tong University
Conference: iclr 2020 (main track)
Keywords: Neural Machine Translation;Visual Representation;Multimodal Machine Translation;Language Representation
Decision: Spotlight
Title: Mutual Information Gradient Estimation for Representation Learning
Affiliations: Center for Artificial Intelligence, Peng Cheng Laboratory, Shenzhen, China; McCombs School of Business, University of Texas at Austin, Austin, United States; School of Computer Science and Technology, Harbin Institute of Technology, Shenzhen, China; School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu, China
Conference: iclr 2020 (main track)
Keywords: Mutual Information;Score Estimation;Representation Learning;Information Bottleneck
Decision: Poster
Title: Mixup Inference: Better Exploiting Mixup to Defend Adversarial Attacks
Affiliations: Dept. of Comp. Sci. & Tech., BNRist Center, Institute for AI, Tsinghua University; RealAI
Conference: iclr 2020 (main track)
Keywords: Trustworthy Machine Learning;Adversarial Robustness;Inference Principle;Mixup
Decision: Poster
Title: On the Weaknesses of Reinforcement Learning for Neural Machine Translation
Affiliations: Department of Cognitive Sciences, The Hebrew University of Jerusalem; School of Computer Science and Engineering, The Hebrew University of Jerusalem; The Edmond and Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem
Conference: iclr 2020 (main track)
Keywords: Reinforcement learning;MRT;minimum risk training;reinforce;machine translation;peakkiness;generation
Decision: Poster
Title: Recurrent neural circuits for contour detection
Affiliations: Department of Cognitive, Linguistic and Psychological Sciences, Brown University, Providence, RI 02912, USA; Department of Cognitive, Linguistic and Psychological Sciences, Brown University, Providence, RI 02912, USA; Currently at DeepMind, London, UK
Conference: iclr 2020 (main track)
Keywords: Contextual illusions;visual cortex;recurrent feedback;neural circuits
Decision: Poster
Title: Robust Local Features for Improving the Generalization of Adversarial Training
Affiliations: Department of Computer Science, Cornell University, NY 14853, USA; School of Electronics Engineering and Computer Sciences, Peking University, Peking, China; School of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, 430074, China
Conference: iclr 2020 (main track)
Keywords: adversarial robustness;adversarial training;adversarial example;deep learning
Decision: Poster
Title: Controlling generative models with continuous factors of variations
Affiliations: CEA, LIST, Laboratoire Analyse Sémantique Texte et Image, Gif-sur-Yvette, F-91191 France; Université Paris-Saclay, CentraleSupélec, 91190, Gif-sur-Yvette, France
Conference: iclr 2020 (main track)
Keywords: Generative models;factor of variation;GAN;beta-VAE;interpretable representation;interpretability
Decision: Poster
Title: Augmenting Genetic Algorithms with Deep Neural Networks for Exploring the Chemical Space
Affiliations: Vector Institute for Artiﬁcial Intelligence, Toronto, Canada.; Department of Chemistry, University of Toronto, Canada.; Department of Computer Science, University of Toronto, Canada.; Institute of Nanotechnology, Karlsruhe Institute of Technology, Germany.
Conference: iclr 2020 (main track)
Keywords: Generative model;Chemical Space;Inverse Molecular Design
Decision: Poster
Title: Variational Hetero-Encoder Randomized GANs for Joint Image-Text Modeling
Affiliations: McCombs School of Business, The University of Texas at Austin, Austin, TX 78712, USA; National Laboratory of Radar Signal Processing, Xidian University, Xian, China
Conference: iclr 2020 (main track)
Keywords: Deep topic model;image generation;text generation;raster-scan-GAN;zero-shot learning
Decision: Poster
Title: Cross-Lingual Ability of Multilingual BERT: An Empirical Study
Affiliations: Department of Computer Science, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA; Duolingo, Pittsburgh, PA, 15206, USA; Department of Computer Science and Engineering, Indian Institute of Technology Kanpur, Kanpur, Uttar Pradesh 208016, India; Department of Computer and Information Science, University of Pennsylvania, Philadelphia, PA 19104, USA
Conference: iclr 2020 (main track)
Keywords: Cross-Lingual Learning;Multilingual BERT
Decision: Poster
Title: EMPIR: Ensembles of Mixed Precision Deep Networks for Increased Robustness Against Adversarial Attacks
Affiliations: Department of Computer Science and Engineering, Robert Bosch Centre for Data Science and AI, Indian Institute of Technology (IIT) Madras, Chennai, TN, India; Center for Brain-Inspired Computing, School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN, USA
Conference: iclr 2020 (main track)
Keywords: ensembles;mixed precision;robustness;adversarial attacks
Decision: Poster
Title: Denoising and Regularization via Exploiting the Structural Bias of Convolutional Generators
Affiliations: Dept. of Electrical and Computer Engineering, Technical University of Munich; Dept. of Electrical and Computer Engineering, University of Southern California
Conference: iclr 2020 (main track)
Keywords: theory for deep learning;convolutional network;deep image prior;deep decoder;dynamics of gradient descent;overparameterization
Decision: Poster
Title: Federated Adversarial Domain Adaptation
Affiliations: Columbia University, New York City, NY 10027, USA; Rutgers University, Piscataway, NJ 08854, USA; Boston University, Boston, MA 02215, USA
Conference: iclr 2020 (main track)
Keywords: Federated Learning;Domain Adaptation;Transfer Learning;Feature Disentanglement
Decision: Poster
Title: Robust And Interpretable Blind Image Denoising Via Bias-Free Convolutional Neural Networks
Affiliations: Center for Data Science, New York University; Center for Data Science, and Courant Inst. of Mathematical Sciences, New York University; Center for Neural Science, and Howard Hughes Medical Institute, New York University
Conference: iclr 2020 (main track)
Keywords: denoising;overfitting;generalization;robustness;interpretability;analysis of neural networks
Decision: Poster
Title: Learning Nearly Decomposable Value Functions Via Communication Minimization
Affiliations: Institute for Interdisciplinary Information Sciences, Tsinghua University, Beijing, China; Turing AI Institute of Nanjing, Nanjing, China
Conference: iclr 2020 (main track)
Keywords: Multi-agent reinforcement learning;Nearly decomposable value function;Minimized communication;Multi-agent systems
Decision: Poster
Title: On the Convergence of FedAvg on Non-IID Data
Affiliations: Center for Data Science, Peking University, Beijing, 100871, China; Department of Computer Science, Stevens Institute of Technology, Hoboken, NJ 07030, USA; School of Mathematical Sciences, Peking University, Beijing, 100871, China
Conference: iclr 2020 (main track)
Keywords: Federated Learning;stochastic optimization;Federated Averaging
Decision: Talk
Title: Disentangling neural mechanisms for perceptual grouping
Affiliations: Department of Cognitive, Linguistic and Psychological Sciences, Brown University; Department of Cognitive, Linguistic and Psychological Sciences, Brown University; DeepMind, London, UK
Conference: iclr 2020 (main track)
Keywords: Perceptual grouping;visual cortex;recurrent feedback;horizontal connections;top-down connections
Decision: Spotlight
Title: Empirical Bayes Transductive Meta-Learning with Synthetic Gradients
Affiliations: Swiss Data Science Center, Lausanne, Switzerland; École des Ponts ParisTech, Champs-sur-Marne, France; University of Cambridge, Cambridge, United Kingdom; Amazon, Cambridge, United Kingdom
Conference: iclr 2020 (main track)
Keywords: Meta-learning;Empirical Bayes;Synthetic Gradient;Information Bottleneck
Decision: Poster
Title: Deep Semi-Supervised Anomaly Detection
Affiliations: Singapore University of Technology & Design, Singapore; Bonn-Aachen International Center for Information Technology, Germany; Technical University of Kaiserslautern, Germany; Technical University of Berlin, Germany
Conference: iclr 2020 (main track)
Keywords: anomaly detection;deep learning;semi-supervised learning;unsupervised learning;outlier detection;one-class classification;deep anomaly detection;deep one-class classification
Decision: Poster
Title: Implicit Bias of Gradient Descent based Adversarial Training on Separable Data
Affiliations: Department of Statistics, Pennsylvania State University, University Park, PA 16802; H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, GA 30318
Conference: iclr 2020 (main track)
Keywords: implicit bias;adversarial training;robustness;gradient descent
Decision: Poster
Title: Mixout: Effective Regularization to Finetune Large-scale Pretrained Language Models
Affiliations: New York University, Facebook AI Research, CIFAR Azrieli Global Scholar; Department of Mathematical Sciences, KAIST, Daejeon, 34141, Republic of Korea
Conference: iclr 2020 (main track)
Keywords: regularization;finetuning;dropout;dropconnect;adaptive L2-penalty;BERT;pretrained language model
Decision: Poster
Title: SELF: Learning to Filter Noisy Labels with Self-Ensembling
Affiliations: Bosch Center for AI, Bosch GmbH, Germany; Karlsruhe Institute of Technology, Germany; Computer Vision Group, University of Freiburg, Germany
Conference: iclr 2020 (main track)
Keywords: Ensemble Learning;Robust Learning;Noisy Labels;Labels Filtering
Decision: Poster
Title: AE-OT: A NEW GENERATIVE MODEL BASED ON EXTENDED SEMI-DISCRETE OPTIMAL TRANSPORT
Affiliations: Department of Computer Science, Stony Brook University; Department of Mathematics, Harvard University; DUT-RU ISE, Dalian University of Technology
Conference: iclr 2020 (main track)
Keywords: Generative model;auto-encoder;optimal transport;mode collapse;regularity
Decision: Poster
Title: DropEdge: Towards Deep Graph Convolutional Networks on Node Classification
Affiliations: Beijing National Research Center for Information Science and Technology (BNRist), State Key Lab on Intelligent Technology and Systems, Department of Computer Science and Technology, Tsinghua University; Tencent AI Lab
Conference: iclr 2020 (main track)
Keywords: graph neural network;over-smoothing;over-fitting;dropedge;graph convolutional networks
Decision: Poster
Title: CAT: Compression-Aware Training for bandwidth reduction
Authors: Chaim Baskin, Brian Chmiel, Evgenii Zheltonozshkii, Ron Banner, Alex M. Bronstein, Avi Mendelson
Conference: iclr 2020 (main track)
Keywords: compression;quantization;efficient inference;memory bandwidth;entropy;compression-aware training;Huffman;variable length coding
Decision: Reject
Title: Episodic Reinforcement Learning with Associative Memory
Affiliations: Department of Computer Science and Technology, Tsinghua University, Beijing, China; Institute for Interdisciplinary Information Sciences, Tsinghua University, Beijing, China
Conference: iclr 2020 (main track)
Keywords: Deep Reinforcement Learning;Episodic Control;Episodic Memory;Associative Memory;Non-Parametric Method;Sample Efficiency
Decision: Poster
Title: ProxSGD: Training Structured Neural Networks under Regularization and Constraints
Affiliations: Fraunhofer ITWM, Fraunhofer Center Machine Learning; Fraunhofer ITWM, TU Kaiserslautern; University of Luxembourg; Eindhoven University of Technology
Conference: iclr 2020 (main track)
Keywords: stochastic gradient descent;regularization;constrained optimization;nonsmooth optimization
Decision: Poster
Title: A Stochastic Derivative Free Optimization Method with Momentum
Affiliations: Intel Labs; MIPT, Russia and IITP RAS, Russia and RANEPA, Russia; KAUST, Saudi Arabia and MaIAGE, INRA, France; KAUST, Saudi Arabia; KAUST, Saudi Arabia and MIPT, Russia
Conference: iclr 2020 (main track)
Keywords: derivative-free optimization;stochastic optimization;heavy ball momentum;importance sampling
Decision: Poster
Title: RNNs Incrementally Evolving on an Equilibrium Manifold: A Panacea for Vanishing and Exploding Gradients?
Affiliations: ECE Department, Boston University, Boston, MA 02215, USA; ECE Department, Worcester Polytechnic Institute, Worcester, MA 01609, USA
Conference: iclr 2020 (main track)
Keywords: novel recurrent neural architectures;learning representations of outputs or states
Decision: Poster
Title: Quantifying the Cost of Reliable Photo Authentication via High-Performance Learned Lossy Representations
Affiliations: Tandon School of Engineering, New York University, USA and Department of Telecommunications, AGH University of Science and Technology, Poland; Tandon School of Engineering, New York University, USA
Conference: iclr 2020 (main track)
Keywords: image forensics;photo manipulation detection;learned compression;lossy compression;image compression;entropy estimation
Decision: Poster
Title: Learning-Augmented Data Stream Algorithms
Affiliations: Computer Science Department, Carnegie Mellon University, Pittsburgh, PA 15213, USA; Zhiyuan College, Shanghai Jiao Tong University, Shanghai, China 200240; Department of Electrical and Computer Engineering, Lehigh University, Bethlehem, PA 18015, USA; School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore 637371; Department of Software engineering, Xiamen University, Xiamen, Fujian, China 361000
Conference: iclr 2020 (main track)
Keywords: streaming algorithms;heavy hitters;F_p moment;distinct elements;cascaded norms
Decision: Poster
Title: GraphQA: Protein Model Quality Assessment using Graph Convolutional Network
Authors: Federico Baldassarre, Hossein Azizpour, David Menéndez Hurtado, Arne Elofsson
Affiliations: Stockholm University, Science for Life Laboratory and Dep. of Biochemistry and Biophysics; KTH - Royal Insitute of Technology
Conference: iclr 2020 (main track)
Keywords: Protein Quality Assessment;Graph Networks;Representation Learning
Decision: Reject
Title: The Gambler's Problem and Beyond
Affiliations: Department of Computer Science and Engineering, The Chinese University of Hong Kong; John Hopcroft Center for Computer Science, Shanghai Jiao Tong University; Department of SEEM, The Chinese University of Hong Kong
Conference: iclr 2020 (main track)
Keywords: the gambler's problem;reinforcement learning;fractal;self-similarity;Bellman equation
Decision: Poster
Title: Geom-GCN: Geometric Graph Convolutional Networks
Affiliations: Department of Computing, Hong Kong Polytechnic University, Hong Kong; College of Computer Science and Technology, Jilin University, China; Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, USA; Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, USA; Department of Computer Science, University of Illinois at Urbana-Champaign, USA; College of Computer Science and Technology, Jilin University, China; Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, China
Conference: iclr 2020 (main track)
Keywords: Deep Learning;Graph Convolutional Network;Network Geometry
Decision: Spotlight
Title: Energy-based models for atomic-resolution protein conformations
Affiliations: Facebook AI Research & New York University, New York, NY; Facebook AI Research, Menlo Park, CA; Facebook AI Research, New York, NY; New York University, New York, NY; Massachusetts Institute of Technology, Cambridge, MA
Conference: iclr 2020 (main track)
Keywords: energy-based model;transformer;energy function;protein conformation
Decision: Spotlight
Title: Data-dependent Gaussian Prior Objective for Language Generation
Affiliations: Department of Computer Science and Engineering, Shanghai Jiao Tong University; Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai Jiao Tong University, Shanghai, China; MoE Key Lab of Artiﬁcial Intelligence, AI Institute, Shanghai Jiao Tong University; National Institute of Information and Communications Technology (NICT), Kyoto, Japan
Conference: iclr 2020 (main track)
Keywords: Gaussian Prior Objective;Language Generation
Decision: Talk
Title: GraphAF: a Flow-based Autoregressive Model for Molecular Graph Generation
Affiliations: Shanghai Jiao Tong University, China; Department of Computer Science, Peking University, China; Mila - Quebec AI Institute, Canada; Universite de Montreal, Canada; Mila - Quebec AI Institute, Canada; HEC Montreal, Canada; CIFAR AI Research Chair
Conference: iclr 2020 (main track)
Keywords: Molecular graph generation;deep generative models;normalizing flows;autoregressive models
Decision: Poster
Title: AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
Authors: Dan Hendrycks and Norman Mu and Ekin D. Cubuk and Barret Zoph and Justin Gilmer and Balaji Lakshminarayanan
Affiliations: Google; DeepMind
Conference: iclr 2020 (main track)
Keywords: robustness;uncertainty
Decision: Poster
Title: Reanalysis of Variance Reduced Temporal Difference Learning
Affiliations: Department of ECE, The University of Utah, Salt Lake City, UT 84112, USA; Department of ECE, The Ohio State University, Columbus, OH 43210, USA
Conference: iclr 2020 (main track)
Keywords: Reinforcement Learning;TD learning;Markovian sample;Variance Reduction
Decision: Poster
Title: Model Based Reinforcement Learning for Atari
Affiliations: University of Illinois at Urbana–Champaign; Faculty of Mathematics, Informatics and Mechanics, University of Warsaw; Google Brain, Stanford University; deepsense.ai, Institute of Mathematics of the Polish Academy of Sciences; Google Brain
Conference: iclr 2020 (main track)
Keywords: reinforcement learning;model based rl;video prediction model;atari
Decision: Spotlight