Papers

Trending research and the full catalog - each paper linked to the benchmarks, methods, and models it introduces.

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AutoResearch: Insight In, Hallucination Out

18 Aug 2026

Autonomous research systems are increasingly capable of executing long research workflows, yet automation alone does not ensure that the resulting process remains scientifically grounded.

Auto-Research Deep Research Agents Image-Text Retrieval

3.1k

Proving and Improving the Platonic Representation Hypothesis with JEPAs

29 Oct 2026

Whether models trained on different modalities converge to the same representation of the world is central to AI. The Platonic Representation Hypothesis (PRH) conjectures that they do as they scale, but without a proof it offers neither a guarantee nor a recipe.

Image Captioning Image-Text Retrieval Language Modeling Video-Text Retrieval

1510.4/h

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