works on

From the 1 of 25 linked papers with an AI index.

collaborators

25 papers

cs.CL2026

Lightning OPD 2.0: Mitigating Style Bias in Cross-Teacher On-Policy Distillation for Large Reasoning Models

Yecheng Wu, Song Han, Han Cai

The paper proposes Lightning OPD 2.0, a method that reduces style‑related bias when using on‑policy distillation across different teacher models, improving performance on mathemati…

cs.LG2026

Jet-Long: Efficient Long-Context Extension with Dynamic Bifocal RoPE

Haozhan Tang, Zerui Wang, Yuxian Gu +2

Modern LLMs are increasingly deployed in long-context applications such as retrieval-augmented generation, repository-level coding, and agentic workflows whose accumulated reasonin…

cs.RO2026

ActionMap: Robot Policy Learning via Voxel Action Heatmap

Pei Yang, Hai Ci, Yanzhe Chen +3

Vision-language-action (VLA) models have advanced rapidly across backbones, training recipes, and data scale, yet the action decoder, which converts the backbone's hidden state int…

cs.CV2026

JetViT: Efficient High-Resolution Vision Transformer with Post-Training Attention Search

Dongyun Zou, Zhuoyang Zhang, Junyu Chen +8

We introduce JetViT, a novel family of hybrid-architecture Vision Transformer (ViT) models that match the accuracy of state-of-the-art full-attention vision foundation models while…

cs.LG2026

Hide to Guide: Learning via Semantic Masking

Ruitao Liu, Qinghao Hu, Alex Hu +6

Reinforcement learning with verifiable rewards (RLVR) has become a powerful paradigm for improving language models on reasoning-intensive tasks, but its effectiveness is often limi…

cs.CV2026

AnyFlow: Any-Step Video Diffusion Model with On-Policy Flow Map Distillation

Yuchao Gu, Guian Fang, Yuxin Jiang +4

Few-step video generation has been significantly advanced by consistency distillation. However, the performance of consistency-distilled models often degrades as more sampling step…