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The 2021 schedule is still incomplete
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Oral
Thu Jul 22 09:00 AM -- 09:20 AM (KST)
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
Thu Jul 22 09:20 AM -- 09:25 AM (KST)
Provably Efficient Reinforcement Learning for Discounted MDPs with Feature Mapping
In Reinforcement Learning Theory 2
Dongruo Zhou · Jiafan He · Quanquan Gu
[ Paper ]
Spotlight
Thu Jul 22 09:25 AM -- 09:30 AM (KST)
Confidence-Budget Matching for Sequential Budgeted Learning
In Reinforcement Learning Theory 2
Yonathan Efroni · Nadav Merlis · Aadirupa Saha · Shie Mannor
[ Paper ]
Spotlight
Thu Jul 22 09:30 AM -- 09:35 AM (KST)
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
Thu Jul 22 09:35 AM -- 09:40 AM (KST)
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
Thu Jul 22 09:40 AM -- 09:45 AM (KST)
Robust Policy Gradient against Strong Data Corruption
In Reinforcement Learning Theory 2
Xuezhou Zhang · Yiding Chen · Jerry Zhu · Wen Sun
[ Paper ]
Spotlight
Thu Jul 22 09:45 AM -- 09:50 AM (KST)
Logarithmic Regret for Reinforcement Learning with Linear Function Approximation
In Reinforcement Learning Theory 2
Jiafan He · Dongruo Zhou · Quanquan Gu
[ Paper ]
Q&A
Thu Jul 22 09:50 AM -- 09:55 AM (KST)
Q&A
In Reinforcement Learning Theory 2