Ankit Anand
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126
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ML×1AI×1
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2026
Using Reward Uncertainty to Induce Diverse Behaviour in Reinforcement Learning
The paper proposes a novel RL framework that naturally induces diverse agent behavior by reformulating the objective to treat the reward as a distribution over functions, making diversity a rational response to reward uncertainty.
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Papers
cs.LGcs.AIRecentJun 2, 2026
Using Reward Uncertainty to Induce Diverse Behaviour in Reinforcement Learning
Anthony GX-Chen, Ankit Anand, Gheorghe Comanici, Zaheer Abbas +6 more
The paper proposes a novel RL framework that naturally induces diverse agent behavior by reformulating the objective to treat the reward as a distribution over functions, making diversity a rational r…
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