Nested Learning: The Illusion of Deep Learning Architectures Paper • 2512.24695 • Published Dec 31, 2025 • 46
A^3-Bench: Benchmarking Memory-Driven Scientific Reasoning via Anchor and Attractor Activation Paper • 2601.09274 • Published Jan 14 • 84
Entropy-Adaptive Fine-Tuning: Resolving Confident Conflicts to Mitigate Forgetting Paper • 2601.02151 • Published Jan 5 • 113