On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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2 results for “popart”

PopArt: Efficient Sparse Regression and Experimental Design for Optimal Sparse Linear Banditsstat.ML

PopArt efficiently solves sparse linear bandits with tighter recovery guarantees.

problem Sparse linear bandits where rewards depend on a few covariates.

method PopArt: a simple, computationally efficient sparse linear estimation method.

result Improved regret bounds compared to state-of-the-art algorithms.

sparse linear bandits experimental design sparse recovery regret bounds convex optimization

2022-10-25abs ↗pdf ↗

Multi-task Deep Reinforcement Learning with PopArtcs.LG

A method to learn multiple Atari games with a single agent.

problem Balancing multiple tasks in reinforcement learning.

method Adaptive task contribution to learning dynamics.

result Single agent surpasses human performance on 57 Atari games.

reinforcement learning multi-task popart deepmind lab atari games

2018-09-12abs ↗pdf ↗