On the Scaling of PEFT: Towards Million Personal Models of Trillion Parameters Paper • 2606.02437 • Published Jun 1 • 241
MinT: Managed Infrastructure for Training and Serving Millions of LLMs Paper • 2605.13779 • Published May 13 • 225
$δ$-mem: Efficient Online Memory for Large Language Models Paper • 2605.12357 • Published May 12 • 132
Error-Free Linear Attention is a Free Lunch: Exact Solution from Continuous-Time Dynamics Paper • 2512.12602 • Published Dec 14, 2025 • 44
OffTopicEval: When Large Language Models Enter the Wrong Chat, Almost Always! Paper • 2509.26495 • Published Sep 30, 2025 • 13