NeurIPS paper releases Market-1T: ~1 trillion 1Hz equity observations for world models

randall_balestr · x · 2026-10-09

A team building financial world models released Market-1T: 1 trillion 1Hz equity observations spanning 2008–2025 (GFC, COVID crash, ZIRP, rate hikes), plus comprehensive benchmarks, addressing the lack of standardized financial data. They argue financial data — noisy, non-stationary, with unknown ground-truth states — is ripe for JEPA-style models that predict in latent space instead of wasting capacity reconstructing unpredictable microstructure noise.

Related event: NeurIPS Paper Releases Market-1T, a Trillion-Entry Stock Market Dataset(4 posts)→

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