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 “PQ-learning”

Periodic Q-Learningcs.LG

PQ-learning improves Q-learning by periodically updating target estimates.

problem Improving sample complexity in Q-learning for finding optimal policies.

method Maintains two Q-value estimates, one online and one target, updated periodically.

result PQ-learning achieves better sample complexity for finding epsilon-optimal policies.

Q-learning target networks sample complexity Markov decision processes

2020-02-23abs ↗pdf ↗

Efficient Learning with Arbitrary Covariate Shiftcs.LG

Algorithm learns binary function efficiently under arbitrary covariate shift.

problem Learning binary function under arbitrary distributions P and Q.

method PQ-learning algorithm using reliable learner with selective classification.

result Polynomial-time algorithm for covariate shift learning.

covariate shift binary function PQ-learning reliable learning semi-supervised learning

2021-02-15abs ↗pdf ↗