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.

168,695 papers · 148 categories

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2 results for “occupancy-ratio”

Fitted Occupancy-Ratio Evaluation without Bellman Completenessstat.ML

FORE evaluates occupancy ratios without requiring Bellman completeness.

problem Offline reinforcement learning occupancy ratio estimation.

method Fitted occupancy-ratio evaluation (FORE) using adjoint Bellman recursion.

result FORE achieves convergence in KL without Bellman completeness.

occupancy-ratio reinforcement learning fixed-point method density-ratio KL divergence

2026-07-06abs ↗pdf ↗

Confounding-Robust Policy Evaluation in Infinite-Horizon Reinforcement Learningcs.LG

Off-policy evaluation of sequential decision policies from observational data is necessary in applications of batch reinforcement learning such as education and healthcare. In such settings, however, unobserved variables confound observed actions, rendering exact evaluation of new policies impossible, i.e., unidentifia…

2020-02-11abs ↗pdf ↗