COLM 2026 workshop targets predictive science of foundation models, Wilson to speak

andrewgwils · x · 2026-10-09

Andrew Wilson will speak and panel at the "Scientific Understanding of Foundation Models" workshop at COLM 2026 (Oct 9, San Francisco), arguing our grasp of generalization and scaling laws is better than commonly believed. The workshop aims to move from empirical scaling phenomena toward predictive, testable science: limits of scaling laws, when data curation beats scale, and how much pre-training structure post-training actually uses.

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