Lawful: Law-aligned witness for faithful use of latents explores interpretability gaps in physics-law representations

arXiv:2607.28672v1 Announce Type: new Abstract: When a neural network predicts a physical system accurately, has it learned the governing law as formal, structured knowledge, and if so, does the network's internal...