Reinforcement Learning with Verifiable Rewards
Case Western Reserve University
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About this talk
A first-principles tour of reinforcement learning with verifiable rewards (RLVR): how a task checker turns sampled attempts into a training signal, and how SFT, DPO, PPO and GRPO differ in what drives each update. It then covers later refinements (RLOO, Dr. GRPO, DAPO, GSPO), process rewards and richer feedback, and what improvement these methods actually measure.
- Venue
- Case Western Reserve University
- Slides
- 145 · PowerPoint, 0.5 MB
Cite this talk
@misc{singh2026rlvrtalk,
title={Reinforcement Learning with Verifiable Rewards},
author={Vikash Singh},
howpublished={Talk, Case Western Reserve University},
year={2026},
note={Slides},
url={https://vikash-singh.me/talks/rl-verifiable-rewards}
}