update model
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- README.md +36 -11
- ask_anrg_eval_question.csv +37 -0
- configs.py +3 -0
- database/document_name_to_embedding.csv +2 -0
- database/embeddings/publications_txt/2020_blockchain_technology_as_a_means_for_brand_trust_repair__empirical_evidence_from_a_digital_transgression.json +1 -0
- database/embeddings/publications_txt/2020_contain_privacyoriented_contact_tracing_protocols_for_epidemics.json +1 -0
- database/embeddings/publications_txt/2020_covid19_risk_estimation_using_a_timevarying_sirmodel.json +1 -0
- database/embeddings/publications_txt/2020_demo_abstract_the_intelligent_iot_integrator_data_marketplace__version_1.json +1 -0
- database/embeddings/publications_txt/2020_differential_pricing_of_5g_network_slices_for_heterogeneous_customers.json +1 -0
- database/embeddings/publications_txt/2020_distributed_consensus_for_mobile_devices_using_online_brokers.json +1 -0
- database/embeddings/publications_txt/2020_edison_a_blockchainbased_secure_and_auditable_orchestration_framework_for_multidomain_software_defined_networks.json +1 -0
- database/embeddings/publications_txt/2020_enhancing_the_reliability_of_iot_data_marketplaces_through_security_validation_of_iot_devices.json +1 -0
- database/embeddings/publications_txt/2020_fast_and_accurate_streaming_cnn_inference_via_communication_compression_on_the_edge.json +1 -0
- database/embeddings/publications_txt/2020_intermobiledevice_distance_estimation_using_network_localization_algorithms_for_digital_contact_logging_applications.json +1 -0
- database/embeddings/publications_txt/2020_mabsta_collaborative_computing_over_heterogeneous_devices_in_dynamic_environments.json +1 -0
- database/embeddings/publications_txt/2020_mobile_encounterbased_social_sybil_control.json +1 -0
- database/embeddings/publications_txt/2020_parkingjson_an_open_standard_format_for_parking_data_in_smart_cities.json +1 -0
- database/embeddings/publications_txt/2020_poster_centralized_vs_decentralized_contact_tracing_do_gdp_and_democracy_index_influence_privacy_choices.json +1 -0
- database/embeddings/publications_txt/2020_senate_a_permissionless_byzantine_consensus_protocol_in_wireless_networks_for_realtime_internetofthings_applications.json +1 -0
- database/embeddings/publications_txt/2020_whistleblower_towards_a_decentralized_and_open_platform_for_spotting_fake_news.json +1 -0
- database/embeddings/publications_txt/2021_a_decentralized_review_system_for_data_marketplaces.json +1 -0
- database/embeddings/publications_txt/2021_a_queuestabilizing_framework_for_networked_multirobot_exploration.json +1 -0
- database/embeddings/publications_txt/2021_a_survey_of_blockchainbased_strategies_for_healthcare.json +1 -0
- database/embeddings/publications_txt/2021_contain_privacyoriented_contact_tracing_protocols_for_epidemics.json +1 -0
- database/embeddings/publications_txt/2021_context_information_sharing_for_the_internet_of_things_a_survey.json +1 -0
- database/embeddings/publications_txt/2021_control_intervention_and_behavioral_economics_over_human_social_networks_against_covid19.json +1 -0
- database/embeddings/publications_txt/2021_daisim_a_computational_simulator_for_the_makerdao_stablecoin.json +1 -0
- database/embeddings/publications_txt/2021_dataset_largescale_urban_iot_activity_data_for_ddos_attack_emulation.json +1 -0
- database/embeddings/publications_txt/2021_design_and_experimental_evaluation_of_algorithms_for_optimizing_the_throughput_of_dispersed_computing.json +1 -0
- database/embeddings/publications_txt/2021_dynamic_automated_market_makers_for_decentralized_cryptocurrency_exchange.json +1 -0
- database/embeddings/publications_txt/2021_dynamic_curves_for_decentralized_autonomous_cryptocurrency_exchanges.json +1 -0
- database/embeddings/publications_txt/2021_gcnscheduler_scheduling_distributed_computing_applications_using_graph_convolutional_networks.json +1 -0
- database/embeddings/publications_txt/2021_httpsanrgusceduwwwpapersschedulingpdf.json +1 -0
- database/embeddings/publications_txt/2021_jupiter_a_networked_computing_architecture.json +1 -0
- database/embeddings/publications_txt/2021_largescale_urban_iot_activity_data_for_ddos_attack_emulation.json +1 -0
- database/embeddings/publications_txt/2021_revealing_a_hidden_stable_spectral_structure_of_urban_vehicular_traffic.json +1 -0
- database/embeddings/publications_txt/2021_simulating_the_makerdao_stablecoin.json +1 -0
- database/embeddings/publications_txt/2021_simulationbased_analysis_of_covid19_spread_through_classroom_transmission_on_a_university_campus.json +1 -0
- database/embeddings/publications_txt/2021_tactical_jupiter_dynamic_scheduling_of_dispersed_computations_in_tactical_manets.json +1 -0
- database/embeddings/publications_txt/2021_team_trilateration_for_exploration_and_mapping_with_robotic_networks.json +1 -0
- database/embeddings/publications_txt/2022_a_queuestabilizing_framework_for_networked_multirobot_exploration.json +1 -0
- database/embeddings/publications_txt/2022_a_survey_of_blockchainbased_strategies_for_healthcare.json +1 -0
- database/embeddings/publications_txt/2022_a_survey_on_gpt3.json +1 -0
- database/embeddings/publications_txt/2022_blizzard_a_distributed_consensus_protocol_for_mobile_devices.json +1 -0
- database/embeddings/publications_txt/2022_characterizing_ml_training_performance_at_the_tactical_edge.json +1 -0
- database/embeddings/publications_txt/2022_context_information_sharing_for_the_internet_of_things_a_survey.json +1 -0
- database/embeddings/publications_txt/2022_control_intervention_and_behavioral_economics_over_human_social_networks_against_covid19.json +1 -0
- database/embeddings/publications_txt/2022_defer_distributed_edge_inference_for_deep_neural_networks.json +1 -0
- database/embeddings/publications_txt/2022_gcnscheduler_scheduling_distributed_computing_applications_using_graph_convolutional_networks.json +1 -0
- database/embeddings/publications_txt/2022_graph_convolutional_networkbased_scheduler_for_distributing_computation_in_the_internet_of_robotic_things.json +1 -0
README.md
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# Ask ANRG
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## Set up project & Install Dependencies
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```
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git clone git@github.com:ANRGUSC/ask-anrg.git
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cd ask-anrg/
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virtualenv -p $(which python3) ./venv
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source ./venv/bin/activate
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pip3 install -r requirements.txt
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```
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## Contributors
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- Bhaskar Krishnamachari
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- Jared Coleman
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- Mingyu Zong
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- Eason Qin
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- Flora Jia
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- Govind Thakur
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- Lorena Yan
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- Yixiao Li
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## Overview
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Objective: Create an AI Chatbot for research labs equipped to answer inquiries about lab history, members, research papers, projects, and more.
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Motivation: Research lab websites (like anrg.usc.edu) are frequented by academics, recruiters, collaborators, students, and others seeking information about a lab, its members, and its research. Visitors often have questions like:
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- Who works here?
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- How long has [x] been doing research in [y] area?
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- Who in the lab is currently working on [x]?
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- Where does former member [x] work now?
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- What are some recent publications by this lab in the area of [x]?
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- What conferences does this lab usually publish to?
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- What kind of undergraduate projects does this lab work on?
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With the recent advancements in Large Language Models (LLMs), such as ChatGPT, we can develop a bot that provides immediate, direct answers to these and other questions. This initiative will enhance user experience and efficiency, allowing easier access to the lab's information.
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ask_anrg_eval_question.csv
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,question,human_answer,chatbot_answer
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0,"Who contribute to the publication of ""Search and Rescue on the Line""",J Coleman,N/A
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1,"Which year is ""Search and Rescue on the Line"" published>",2023,N/A
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2,"Give me the link to ""Search and Rescue on the Line""",/static/public/papers/search_and_rescue.pdf,N/A
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3,"What is the venue of the publication of ""Search and Rescue on the Line""",SIROCCO 2023 – 30th International Colloquium on Structural Information and Communication Complexity.,N/A
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4,What publications does J Coleman contribute to,Search and Rescue on the Line,N/A
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5,What publications does L Cheng contribute to,Search and Rescue on the Line,N/A
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6,What publications does B Krishnamachari contribute to,Search and Rescue on the Line,N/A
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7,"Who contribute to the publication of ""Solving Math Word Problems Concerning Systems of Equations with GPT-3""",M Zong,N/A
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8,"What is the venue of the publication of ""Solving Math Word Problems Concerning Systems of Equations with GPT-3""","Thirteenth AAAI Symposium on Educational Advances in Artificial Intelligence (EAAI-23) to be held February 11-12, 2023.",N/A
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9,"Give me the link to ""Solving Math Word Problems Concerning Systems of Equations with GPT-3""",/static/public/papers/Solving_Math_Word_Problems_with_GPT3-2022.pdf,N/A
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10,"Which year is ""Solving Math Word Problems Concerning Systems of Equations with GPT-3"" published",2023,N/A
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11,"Who contribute to the publication of ""Graph Convolutional Network-based Scheduler for Distributing Computation in the Internet of Robotic Things""",J Coleman,N/A
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12,"In what venue is ""Graph Convolutional Network-based Scheduler for Distributing Computation in the Internet of Robotic Things"" published",IEEE MILCOM 2022.,N/A
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13,"Give me the link to ""Graph Convolutional Network-based Scheduler for Distributing Computation in the Internet of Robotic Things""",/static/public/papers/edge_gcn_scheduler.pdf,N/A
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14,"In what year is ""Graph Convolutional Network-based Scheduler for Distributing Computation in the Internet of Robotic Things"" published",2022,N/A
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15,What publications does M Kiamari contribute to,Graph Convolutional Network-based Scheduler for Distributing Computation in the Internet of Robotic Things,N/A
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16,What publications does L Clark contribute to,Graph Convolutional Network-based Scheduler for Distributing Computation in the Internet of Robotic Things,N/A
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17,What publications does D DSouza contribute to,Graph Convolutional Network-based Scheduler for Distributing Computation in the Internet of Robotic Things,N/A
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18,"Who contribute to the publication of ""Characterizing ML training performance at the tactical edge""",A Alshabanah,N/A
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19,"What is the venue of the publication of ""Characterizing ML training performance at the tactical edge""","Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications IV, vol. 12113, pp. 500-513. SPIE, 2022.",N/A
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20,"Give me the link to ""Characterizing ML training performance at the tactical edge""",https://www.spiedigitallibrary.org/conference-proceedings-of-spie/12113/121131N/Characterizing-ML-training-performance-at-the-tactical-edge/10.1117/12.2617773.short?SSO=1,N/A
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21,"Which year is ""Characterizing ML training performance at the tactical edge"" published",2022,N/A
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22,A Alshabanah contributes to which publications,Characterizing ML training performance at the tactical edge,N/A
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23,K Balasubramanian contributes to which publications,Graph Convolutional Network-based Scheduler for Distributing Computation in the Internet of Robotic Things,N/A
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24,M Annavaram contributes to which publications,Graph Convolutional Network-based Scheduler for Distributing Computation in the Internet of Robotic Things,N/A
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25,Who is the director of the lab,Bhaskar Krishnamachari,N/A
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26,Who are the current phd working at the lab,Jason A. Tran,N/A
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27,Who is Bhaskar Krishnamachari,Director of the lab,N/A
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28,"Who published ""Search and Rescue on the Line""",J Coleman,N/A
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29,"Give me the link to ""Search and Rescue on the Line""",/static/public/papers/search_and_rescue.pdf,N/A
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30,"Which year is ""Search and Rescue on the Line"" published>",Bhaskar Krishnamachari,N/A
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31,"Give me the link to ""RouteSwarm Video""",http://anrg.usc.edu/www/download_files/RouteSwarm5.avi,N/A
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32,"What is depicted in ""RouteSwarm Video""","July 2013. Simulation video showing automated network reconfiguration using robotic nodes in response to dynamic flow activation/deactivation. This is described in the following paper: “RouteSwarm: Wireless Network Optimization through Mobility”, by Ryan Williams, Andrea Gasparri, and Bhaskar Krishnamachari, currently in submission.",N/A
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33,"Who contributed to ""Time stamped packet exchange data with CC2420-equipped motes.""",Maulik Desai,N/A
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34,"Give me the files about ""Sequence-Based Localization in Wireless Sensor Networks.""",http://anrg.usc.edu/www/download_files/SBL.zip,N/A
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35,Give me the photo of the director,/static/public/members/bhaskar_krishnamachari.png,N/A
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configs.py
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OPENAI_KEY = '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'
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# OPENAI_KEY = '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'
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DEBUG_PRINT = False
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database/document_name_to_embedding.csv
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,original_filename,embedding_filename,embedding
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0,database/original_documents/publications_text/2004_pavan_a_policy_framework_for_availability_in_vehicular_adhoc_networks.txt,database/embeddings/publications_text/2004_pavan_a_policy_framework_for_availability_in_vehicular_adhoc_networks.json,"[0.011235746555030346, 0.002654926385730505, 0.030270010232925415, -0.011214744299650192, 0.011333752423524857, -0.009191609919071198, -0.010101670399308205, -0.02021734230220318, -0.02248549275100231, -0.026265744119882584, 0.011851786635816097, 0.02783384919166565, -0.004886324517428875, 0.020287347957491875, -0.007749514654278755, 0.007196478080004454, 0.024179605767130852, -0.012474828399717808, -0.02168744057416916, -0.0018761245300993323, -0.00456430297344923, -0.00451879994943738, -0.027553830295801163, -0.013349886052310467, 0.0027861851267516613, 0.02381558157503605, 0.026825781911611557, -0.03234214708209038, 0.007826520130038261, -0.002290902193635702, 0.01761316880583763, -0.0010544450487941504, -0.007616505958139896, 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database/embeddings/publications_txt/2020_blockchain_technology_as_a_means_for_brand_trust_repair__empirical_evidence_from_a_digital_transgression.json
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database/embeddings/publications_txt/2020_contain_privacyoriented_contact_tracing_protocols_for_epidemics.json
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database/embeddings/publications_txt/2020_covid19_risk_estimation_using_a_timevarying_sirmodel.json
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database/embeddings/publications_txt/2020_demo_abstract_the_intelligent_iot_integrator_data_marketplace__version_1.json
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database/embeddings/publications_txt/2020_differential_pricing_of_5g_network_slices_for_heterogeneous_customers.json
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database/embeddings/publications_txt/2020_distributed_consensus_for_mobile_devices_using_online_brokers.json
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database/embeddings/publications_txt/2020_edison_a_blockchainbased_secure_and_auditable_orchestration_framework_for_multidomain_software_defined_networks.json
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database/embeddings/publications_txt/2020_enhancing_the_reliability_of_iot_data_marketplaces_through_security_validation_of_iot_devices.json
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database/embeddings/publications_txt/2020_intermobiledevice_distance_estimation_using_network_localization_algorithms_for_digital_contact_logging_applications.json
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database/embeddings/publications_txt/2020_mobile_encounterbased_social_sybil_control.json
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database/embeddings/publications_txt/2020_parkingjson_an_open_standard_format_for_parking_data_in_smart_cities.json
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database/embeddings/publications_txt/2020_poster_centralized_vs_decentralized_contact_tracing_do_gdp_and_democracy_index_influence_privacy_choices.json
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database/embeddings/publications_txt/2020_senate_a_permissionless_byzantine_consensus_protocol_in_wireless_networks_for_realtime_internetofthings_applications.json
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database/embeddings/publications_txt/2020_whistleblower_towards_a_decentralized_and_open_platform_for_spotting_fake_news.json
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database/embeddings/publications_txt/2021_a_decentralized_review_system_for_data_marketplaces.json
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database/embeddings/publications_txt/2021_a_queuestabilizing_framework_for_networked_multirobot_exploration.json
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database/embeddings/publications_txt/2021_a_survey_of_blockchainbased_strategies_for_healthcare.json
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database/embeddings/publications_txt/2021_contain_privacyoriented_contact_tracing_protocols_for_epidemics.json
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database/embeddings/publications_txt/2021_context_information_sharing_for_the_internet_of_things_a_survey.json
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database/embeddings/publications_txt/2021_control_intervention_and_behavioral_economics_over_human_social_networks_against_covid19.json
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database/embeddings/publications_txt/2021_daisim_a_computational_simulator_for_the_makerdao_stablecoin.json
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database/embeddings/publications_txt/2021_dynamic_curves_for_decentralized_autonomous_cryptocurrency_exchanges.json
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database/embeddings/publications_txt/2021_gcnscheduler_scheduling_distributed_computing_applications_using_graph_convolutional_networks.json
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database/embeddings/publications_txt/2021_jupiter_a_networked_computing_architecture.json
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database/embeddings/publications_txt/2021_largescale_urban_iot_activity_data_for_ddos_attack_emulation.json
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database/embeddings/publications_txt/2021_revealing_a_hidden_stable_spectral_structure_of_urban_vehicular_traffic.json
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database/embeddings/publications_txt/2021_simulating_the_makerdao_stablecoin.json
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database/embeddings/publications_txt/2021_simulationbased_analysis_of_covid19_spread_through_classroom_transmission_on_a_university_campus.json
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database/embeddings/publications_txt/2021_tactical_jupiter_dynamic_scheduling_of_dispersed_computations_in_tactical_manets.json
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database/embeddings/publications_txt/2021_team_trilateration_for_exploration_and_mapping_with_robotic_networks.json
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database/embeddings/publications_txt/2022_a_survey_of_blockchainbased_strategies_for_healthcare.json
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database/embeddings/publications_txt/2022_blizzard_a_distributed_consensus_protocol_for_mobile_devices.json
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database/embeddings/publications_txt/2022_context_information_sharing_for_the_internet_of_things_a_survey.json
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database/embeddings/publications_txt/2022_control_intervention_and_behavioral_economics_over_human_social_networks_against_covid19.json
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database/embeddings/publications_txt/2022_defer_distributed_edge_inference_for_deep_neural_networks.json
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database/embeddings/publications_txt/2022_gcnscheduler_scheduling_distributed_computing_applications_using_graph_convolutional_networks.json
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database/embeddings/publications_txt/2022_graph_convolutional_networkbased_scheduler_for_distributing_computation_in_the_internet_of_robotic_things.json
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