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09/04/2023
Interactive Graph Convolutional Filtering
Interactive Recommender Systems (IRS) have been increasingly used in var...
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03/11/2023
Uncertainty-Aware Off-Policy Learning
Off-policy learning, referring to the procedure of policy optimization w...
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02/05/2023
Autonomous Exploration Method for Fast Unknown Environment Mapping by Using UAV Equipped with Limited FOV Sensor
Autonomous exploration is one of the important parts to achieve the fast...
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01/28/2023
Interactive Log Parsing via Light-weight User Feedbacks
Template mining is one of the foundational tasks to support log analysis...
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06/17/2022
Multiple-Play Stochastic Bandits with Shareable Finite-Capacity Arms
We generalize the multiple-play multi-armed bandits (MP-MAB) problem wit...
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05/16/2022
A New Outlier Removal Strategy Based on Reliability of Correspondence Graph for Fast Point Cloud Registration
Registration is a basic yet crucial task in point cloud processing. In c...
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04/28/2022
Multi-Player Multi-Armed Bandits with Finite Shareable Resources Arms: Learning Algorithms Applications
Multi-player multi-armed bandits (MMAB) study how decentralized players ...
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02/25/2022
FAEP: Fast Autonomous Exploration Planner for UAV Equipped with Limited FOV Sensor
Autonomous exploration is one of the important parts to achieve the auto...
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08/11/2021
Does Explicit Prediction Matter in Energy Management Based on Deep Reinforcement Learning?
As a model-free optimization and decision-making method, deep reinforcem...
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01/16/2020
Combining Offline Causal Inference and Online Bandit Learning for Data Driven Decisions
A fundamental question for companies is: How to make good decisions with...
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06/04/2019
Toward Building Conversational Recommender Systems: A Contextual Bandit Approach
Contextual bandit algorithms have gained increasing popularity in recomm...
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04/18/2019
Language Modeling through Long Term Memory Network
Recurrent Neural Networks (RNN), Long Short-Term Memory Networks (LSTM),...
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01/22/2019
Enhancing Semantic Word Representations by Embedding Deeper Word Relationships
Word representations are created using analogy context-based statistics ...
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08/06/2018