{"type":"post","id":"proving-and-improving-the-platonic-representation-hypothesis-with-2b9c9d","slug":"proving-and-improving-the-platonic-representation-hypothesis-with-2b9c9d","title":"Proving and Improving the Platonic Representation Hypothesis with JEPAs","description":"Randall Balestriero and Yann LeCun present a theorem and experiments arguing that cross-modal representations can align more efficiently when training pairs show the same scene from different views.","retrieval_nugget":"Randall Balestriero and Yann LeCun present a theorem and experiments arguing that cross-modal representations can align more efficiently when training pairs show the same scene from different views. Their results challenge the idea that next-token prediction and scale alone are efficient routes to shared representations, but the evidence is specific to the paper’s tasks and evaluations.","published_at":"2026-11-02","updated_at":"2026-11-07","record_date":"2026-11-02","date_kind":"published_at","topics":["multimodal","models"],"entities":["Randall Balestriero","Yann LeCun","Joint-Embedding Predictive Architectures","DINOv2","CLIP"],"related_patterns":[],"novelty_label":"new_fact","prior_refs":[],"source_url":"https://arxiv.org/abs/2610.39302","source_urls":["https://arxiv.org/abs/2610.39302"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:proving-and-improving-the-platonic-representation-hypothesis-with-2b9c9d","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/proving-and-improving-the-platonic-representation-hypothesis-with-2b9c9d/","markdown":"https://newruntime.com/posts/proving-and-improving-the-platonic-representation-hypothesis-with-2b9c9d.md","json":"https://newruntime.com/posts/proving-and-improving-the-platonic-representation-hypothesis-with-2b9c9d.json"},"markdown_url":"https://newruntime.com/posts/proving-and-improving-the-platonic-representation-hypothesis-with-2b9c9d.md","next_reads":[{"type":"topic","path":"/topics/multimodal/","url":"https://newruntime.com/topics/multimodal/","title":"Multimodal","reason":"Explore the multimodal topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/multimodal.md","json_url":"https://newruntime.com/topics/multimodal.json"},{"type":"topic","path":"/topics/models/","url":"https://newruntime.com/topics/models/","title":"Models","reason":"Explore the models topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/models.md","json_url":"https://newruntime.com/topics/models.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}