Neil Shah
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2026
Task diversity produces systematic transfer but inhibits continual reinforcement learning
The paper introduces Banyan, a new continual reinforcement learning benchmark, demonstrating that while task diversity enables local transfer across distribution shifts, it does not guarantee sustained continual learning over many shifts.
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cs.LGcs.AIRecentMay 30, 2026
Task diversity produces systematic transfer but inhibits continual reinforcement learning
Purab Seth, Neil Shah, Kunal Jha, Samuel J. Gershman +2 more
The paper introduces Banyan, a new continual reinforcement learning benchmark, demonstrating that while task diversity enables local transfer across distribution shifts, it does not guarantee sustaine…
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