Genius is an unsupervised self-training framework that enhances LLM reasoning without external supervision, using stepwise foresight re-sampling and advantage-calibrated optimization to improve performance.

https://arxiv.org/abs//2504.08672

YouTube: https://www.youtube.com/@ArxivPapers

TikTok: https://www.tiktok.com/@arxiv_papers

Apple Podcasts: https://podcasts.apple.com/us/podcast/arxiv-papers/id1692476016

Spotify: https://podcasters.spotify.com/pod/show/arxiv-papers