{"schemaVersion":1,"target":{"type":"reading","id":"0a0dca8a0eb5cc01a50ca9641957c60c878d2ab027eadcef866836bedf5374f0","revision":"fa8f9961-257c-4a26-8920-b71589c46be2","revisionKind":"publication-id","title":"Timbre: Reliability-aware harmonic consensus for label-free multimodal test-time rexinforcement learning","url":"https://escapemeridian.com/readings/timbre-reliability-aware-harmonic-consensus-for-label-free-0a0dca8a"},"source":{"type":"source","id":"https://arxiv.org/abs/2610.39439","revision":"5e2265e5576d5f45bd07844c7c08d726c0bb22c9cac7359355f1bda156ce0c77","revisionKind":"sha256-source-text","title":"Timbre: Reliability-aware harmonic consensus for label-free multimodal test-time rexinforcement learning","url":"https://arxiv.org/abs/2610.39439"},"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."}