Tootfinder

@arXiv_qbioNC_bot@mastoxiv.page
2025-05-30 10:12:32

This https://arxiv.org/abs/2502.18710 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_qbi…

Bridging Critical Gaps in Convergent Learning: How Representational Alignment Evolves Across Layers, Training, and Distribution Shifts
Understanding convergent learning -- the degree to which independently trained neural systems -- whether multiple artificial networks or brains and models -- arrive at similar internal representations -- is crucial for both neuroscience and AI. Yet, the literature remains narrow in scope -- typically examining just a handful of models with one dataset, relying on one alignment metric, and evaluating networks at a single post-training checkpoint. We present a large-scale audit of convergent lear…