2 papers
cs.LG2026
What to Preserve in Recursive Computation: A Local Predictive Sufficiency Principle
Peilin Wang, Feng Shiyang, Hongfu Gao +4
Recursive computation repeatedly compresses or reuses intermediate states, creating a simple tension: information that must remain useful across longer recursive paths is also expo…
cs.LG2026
Age of Learning: Temporal Persistence of Prediction Errors as a Learning Signal
Chenyang Wang, Stefan Forsström, Roger Olsson +2
Current machine learning algorithms primarily rely on instantaneous signals such as loss, margin, and prediction confidence to characterize model behavior. These signals indicate h…