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cs.AI2026
The Norm-Separation Delay Law of Grokking: A First-Principles Theory of Delayed Generalization
Truong Xuan Khanh, Truong Quynh Hoa, Luu Duc Trung +1
Grokking -- the sudden generalisation that appears long after a model has perfectly memorised its training data -- has been widely observed but lacks a quantitative theory explaini…
cs.AI2026
Dynamic Intelligence Ceilings: Measuring Long-Horizon Limits of Planning and Creativity in Artificial Systems
Truong Xuan Khanh, Truong Quynh Hoa
Recent advances in artificial intelligence have produced systems capable of remarkable performance across a wide range of tasks. These gains, however, are increasingly accompanied…
cs.AI2025
Entropy Collapse: A Universal Failure Mode of Intelligent Systems
Truong Xuan Khanh, Truong Quynh Hoa
A foundational assumption in complex-system collapse studies is that critical transitions are second-order, preceded by early-warning signals like rising autocorrelation, variance,…