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07/21/2023
Robust Visual Question Answering: Datasets, Methods, and Future Challenges
Visual question answering requires a system to provide an accurate natur...
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05/25/2023
MERGE: Fast Private Text Generation
Recent years have seen increasing concerns about the private inference o...
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05/25/2023
Healing Unsafe Dialogue Responses with Weak Supervision Signals
Recent years have seen increasing concerns about the unsafe response gen...
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05/06/2023
Adaptive loose optimization for robust question answering
Question answering methods are well-known for leveraging data bias, such...
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02/27/2023
Multi-Action Dialog Policy Learning from Logged User Feedback
Multi-action dialog policy, which generates multiple atomic dialog actio...
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02/10/2023
Fast Gumbel-Max Sketch and its Applications
The well-known Gumbel-Max Trick for sampling elements from a categorical...
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02/04/2023
An Effective and Differentially Private Protocol for Secure Distributed Cardinality Estimation
Counting the number of distinct elements distributed over multiple data ...
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01/26/2023
Federated Learning over Coupled Graphs
Graphs are widely used to represent the relations among entities. When o...
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11/23/2022
A Secure and Intelligent Data Sharing Scheme for UAV-Assisted Disaster Rescue
Unmanned aerial vehicles (UAVs) have the potential to establish flexible...
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04/25/2022
"Think Before You Speak": Improving Multi-Action Dialog Policy by Planning Single-Action Dialogs
Multi-action dialog policy (MADP), which generates multiple atomic dialo...
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12/15/2020
Learning to Check Contract Inconsistencies
Contract consistency is important in ensuring the legal validity of the ...
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07/06/2020
Node Classification on Graphs with Few-Shot Novel Labels via Meta Transformed Network Embedding
We study the problem of node classification on graphs with few-shot nove...
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04/06/2020
Distinguish Confusing Law Articles for Legal Judgment Prediction
Legal Judgment Prediction (LJP) is the task of automatically predicting ...
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02/02/2020
Fast Generating A Large Number of Gumbel-Max Variables
The well-known Gumbel-Max Trick for sampling elements from a categorical...
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05/23/2019
MR-GNN: Multi-Resolution and Dual Graph Neural Network for Predicting Structured Entity Interactions
Predicting interactions between structured entities lies at the core of ...
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05/22/2019
A Memory-Efficient Sketch Method for Estimating High Similarities in Streaming Sets
Estimating set similarity and detecting highly similar sets are fundamen...
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05/16/2019
Meta Reinforcement Learning with Task Embedding and Shared Policy
Despite significant progress, deep reinforcement learning (RL) suffers f...
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01/03/2019
A Fast Sketch Method for Mining User Similarities over Fully Dynamic Graph Streams
Many real-world networks such as Twitter and YouTube are given as fully ...
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11/22/2018
REPT: A Streaming Algorithm of Approximating Global and Local Triangle Counts in Parallel
Recently, considerable efforts have been devoted to approximately comput...
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11/22/2018
Utilizing Dynamic Properties of Sharing Bits and Registers to Estimate User Cardinalities over Time
Online monitoring user cardinalities (or degrees) in graph streams is fu...
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11/14/2018