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The 2021 schedule is still incomplete
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Oral
Wed Jul 21 05:00 PM -- 05:20 PM (PDT)
Exponential Lower Bounds for Batch Reinforcement Learning: Batch RL can be Exponentially Harder than Online RL
In Reinforcement Learning Theory 2
Andrea Zanette
[ Paper ]
Spotlight
Wed Jul 21 05:20 PM -- 05:25 PM (PDT)
Provably Efficient Reinforcement Learning for Discounted MDPs with Feature Mapping
In Reinforcement Learning Theory 2
Dongruo Zhou · Jiafan He · Quanquan Gu
[ Paper ]
Spotlight
Wed Jul 21 05:25 PM -- 05:30 PM (PDT)
Confidence-Budget Matching for Sequential Budgeted Learning
In Reinforcement Learning Theory 2
Yonathan Efroni · Nadav Merlis · Aadirupa Saha · Shie Mannor
[ Paper ]
Spotlight
Wed Jul 21 05:30 PM -- 05:35 PM (PDT)
Sample Efficient Reinforcement Learning In Continuous State Spaces: A Perspective Beyond Linearity
In Reinforcement Learning Theory 2
Dhruv Malik · Aldo Pacchiano · Vishwak Srinivasan · Yuanzhi Li
[ Paper ]
Spotlight
Wed Jul 21 05:35 PM -- 05:40 PM (PDT)
Sparse Feature Selection Makes Batch Reinforcement Learning More Sample Efficient
In Reinforcement Learning Theory 2
Botao Hao · Yaqi Duan · Tor Lattimore · Csaba Szepesvari · Mengdi Wang
[ Paper ]
Spotlight
Wed Jul 21 05:40 PM -- 05:45 PM (PDT)
Robust Policy Gradient against Strong Data Corruption
In Reinforcement Learning Theory 2
Xuezhou Zhang · Yiding Chen · Jerry Zhu · Wen Sun
[ Paper ]
Spotlight
Wed Jul 21 05:45 PM -- 05:50 PM (PDT)
Logarithmic Regret for Reinforcement Learning with Linear Function Approximation
In Reinforcement Learning Theory 2
Jiafan He · Dongruo Zhou · Quanquan Gu
[ Paper ]
Q&A
Wed Jul 21 05:50 PM -- 05:55 PM (PDT)
Q&A
In Reinforcement Learning Theory 2