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Reward Inflation: A Healthy Stimulus for Reinforcement Learning

Gradually scaling rewards during training accelerates RL adaptation by upweighting recent transitions, sustaining gradients to prevent neuron dormancy, and improving performance across diverse tasks.

Ganghun Lee, Minji Kim, Minsu Lee, Byoung-Tak Zhang

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 9 of 20 reviewers recommend it
lenient 3/5
medium 6/10
strict 0/5