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05/29/2023
One Objective to Rule Them All: A Maximization Objective Fusing Estimation and Planning for Exploration
In online reinforcement learning (online RL), balancing exploration and ...
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12/27/2022
Robust Consensus Clustering and its Applications for Advertising Forecasting
Consensus clustering aggregates partitions in order to find a better fit...
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11/21/2022
Video Background Music Generation: Dataset, Method and Evaluation
Music is essential when editing videos, but selecting music manually is ...
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09/12/2022
Statistical Estimation of Confounded Linear MDPs: An Instrumental Variable Approach
In an Markov decision process (MDP), unobservable confounders may exist ...
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05/26/2022
Pessimism in the Face of Confounders: Provably Efficient Offline Reinforcement Learning in Partially Observable Markov Decision Processes
We study offline reinforcement learning (RL) in partially observable Mar...
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03/26/2022
GEN-VLKT: Simplify Association and Enhance Interaction Understanding for HOI Detection
The task of Human-Object Interaction (HOI) detection could be divided in...
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12/20/2021
Learning Robust Policy against Disturbance in Transition Dynamics via State-Conservative Policy Optimization
Deep reinforcement learning algorithms can perform poorly in real-world ...
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08/11/2021