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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3 results for “RVF”

Successor Uncertainties: Exploration and Uncertainty in Temporal Difference Learningcs.LG

SU improves exploration in reinforcement learning, surpassing human performance on Atari games.

problem Challenges in scaling PSRL for reinforcement learning with neural networks.

method Design and implementation of Successor Uncertainties (SU) algorithm.

result SU outperforms human performance on Atari games and surpasses RVF competitor Bootstrapped DQN.

reinforcement learning PSRL RVF uncertainty exploration

2018-10-15abs ↗pdf ↗

Recurrent Value Functionscs.LG

New method improves value function estimation in noisy environments.

problem High variance in value-based reinforcement learning methods.

method Introduce Recurrent Value Functions (RVFs) to estimate value function of current state using past states.

result RVFs show robustness and improved performance in noisy environments.

Reinforcement Learning Value Functions High Variance Sensor Noise Asymptotic Convergence

2019-05-23abs ↗pdf ↗

The Power of Resets in Online Reinforcement Learningcs.LG

New RL approach uses resets to learn complex MDPs efficiently.

problem Learning complex MDPs with high-dimensional states and function approximation.

method Local simulator access and recursive value function search.

result Proven sample-efficient learning for MDPs with low coverability.

reinforcement learning simulators online learning MDPs coverability

2024-04-23abs ↗pdf ↗