pith. machine review for the scientific record. sign in

Revisiting group relative policy op- timization: Insights into on-policy and off-policy training.arXiv preprint arXiv:2505.22257

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

fields

cs.LG 2

years

2026 2

verdicts

UNVERDICTED 2

representative citing papers

Gradient Extrapolation-Based Policy Optimization

cs.LG · 2026-05-07 · unverdicted · novelty 6.0

GXPO approximates longer local lookahead in GRPO training via gradient extrapolation from two optimizer steps using three backward passes total, improving pass@1 accuracy by 1.65-5.00 points over GRPO and delivering up to 4x step speedup.

citing papers explorer

Showing 2 of 2 citing papers.

  • Gradient Extrapolation-Based Policy Optimization cs.LG · 2026-05-07 · unverdicted · none · ref 22

    GXPO approximates longer local lookahead in GRPO training via gradient extrapolation from two optimizer steps using three backward passes total, improving pass@1 accuracy by 1.65-5.00 points over GRPO and delivering up to 4x step speedup.

  • PubSwap: Public-Data Off-Policy Coordination for Federated RLVR cs.LG · 2026-04-14 · unverdicted · none · ref 12

    PubSwap uses a small public dataset for selective off-policy response swapping in federated RLVR to improve coordination and performance over standard baselines on math and medical reasoning tasks.