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20122025
most citedGeneralization in Reinforcement Learning with Selective Noise Injection and Information Bottleneck

58 citations · 239 across the 22 of their papers we have counts for

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Showing 2018Show all

2 papers · 1 filter

cs.LG2018★ 7 cited

Fourier Policy Gradients

Matthew Fellows, Kamil Ciosek, Shimon Whiteson

We propose a new way of deriving policy gradient updates for reinforcement learning. Our technique, based on Fourier analysis, recasts integrals that arise with expected policy gra…

stat.ML2018★ 32 cited

Expected Policy Gradients for Reinforcement Learning

Kamil Ciosek, Shimon Whiteson

We propose expected policy gradients (EPG), which unify stochastic policy gradients (SPG) and deterministic policy gradients (DPG) for reinforcement learning. Inspired by expected…