{"schemaVersion":1,"target":{"type":"reading","id":"df368f18f99d73f72f59e1b66c0883934d77484c2e0a5f2d89cddf695a33b155","revision":"69e39d04-8c49-4827-83b2-dab0fa9cc3ae","revisionKind":"publication-id","title":"arXiv cs.AI: Learning to Reason from Reference Samples Alone","url":"https://escapemeridian.com/readings/arxiv-cs-ai-learning-to-reason-from-reference-samples-alone-df368f18"},"source":{"type":"source","id":"https://arxiv.org/abs/2610.38851","revision":"de3a7a132b5507b5b85de4d138a3fb47640fe44803257f98a34344658d531a93","revisionKind":"sha256-source-text","title":"Learning to Reason from Reference Samples Alone: Reinforced Adversarial Learning for Modern LLM Post-Training","url":"https://arxiv.org/abs/2610.38851"},"status":"available","items":[],"next":null,"scope":"Explicit citations in public readings and public file attachments to this reading. Shared topics are not citations. Other artifact types need an explicit reference adapter."}