Beyond Static Dialogues: Benchmarking Realistic, Heterogeneous, and Evolving Long-Term Memory Paper • 2605.31086 • Published May 29 • 6
MSign: An Optimizer Preventing Training Instability in Large Language Models via Stable Rank Restoration Paper • 2602.01734 • Published Feb 2 • 34