Lin, Zhouchen

UniMem: Complementary Episodic-to-Parametric Memory for Boundary-Agnostic Task Streams

MorphoBench: A Benchmark with Difficulty Adaptive to Model Reasoning

On the $O(\frac{\sqrt{d}}{T^{1/4}})$ Convergence Rate of RMSProp and Its Momentum Extension Measured by $\ell_1$ Norm

Although adaptive gradient methods have been extensively used in deep learning, their convergence rates proved in the literature are all slower than that of SGD, particularly with respect to their...

DIGIC: Domain Generalizable Imitation Learning by Causal Discovery

Causality has been combined with machine learning to produce robust representations for domain generalization. Most existing methods of this type require massive data from multiple domains to...