Speed Limit for Information Acquisition in Stochastic Learning Dynamics

arXiv:2609.08219 · cond-mat.stat-mech, cs.LG, stat.ML · Submitted 2026-09-08 · Read on arXiv

cond-mat.stat-mech, cs.LG, stat.ML

Submitted: 2026-09-08

Updated: 2026-09-08

Comments: 14 pages, 4 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Stochastic Gradient Descent (SGD) — 1× in this paper · explained in 5 episodes

Related papers

• Decoherence-controlled collective criticality in a two-dimensional quantum Stag Hunt
• Measurement-induced phase transitions in disordered fermions
• Quantum Thermalization beyond Non-Integrability and Quantum Scars in a Multispecies Bose-Josephson Junction
• Markov length can diverge in systems whose universal physics is spatially Markovian
• Protected domains and cooperative invasion on weighted networks
• Quantum many-body operator cascade as a route to chaos