3 papers
cs.CV2026
Marathoner: Ultra-Long-Horizon Autonomous Intelligence
Zhang Ruiyang, Ou Jinpeng, Xie Yifan +4
Humans naturally possess the ability to work persistently toward long-term goals. Given a challenging task, humans can continuously work for months or even years to accomplish a sp…
cs.LG2026
Teacher Should Think Ahead: Adaptive Continuations for Reliable On-Policy Distillation
Jingang Zhou, Yuyi Zhou, Haiyang Guo +6
On-policy distillation (OPD) is a promising approach for transferring knowledge between language models, where a student receives dense token-level supervision along its own genera…
cs.LG2026
CAMFT: Conflict-Aware Mergeable Fine-Tuning for Large Language Models
Jingang Zhou, Haiyang Guo, Yuan Ma +2
Model merging has emerged as a promising paradigm for integrating multiple task-specific capabilities into a single large language model. However, existing methods predominantly fo…