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20242026
most citedToken Pruning for Caching Better: 9 Times Acceleration on Stable Diffusion for Free

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cs.AI2025

CircuitSeer: Mining High-Quality Data by Probing Mathematical Reasoning Circuits in LLMs

Shaobo Wang, Yongliang Miao, Yuancheng Liu +3

Large language models (LLMs) have demonstrated impressive reasoning capabilities, but scaling their performance often relies on massive reasoning datasets that are computationally…

cs.CV2025

RAPO++: Cross-Stage Prompt Optimization for Text-to-Video Generation via Data Alignment and Test-Time Scaling

Bingjie Gao, Qianli Ma, Xiaoxue Wu +9

Prompt design plays a crucial role in text-to-video (T2V) generation, yet user-provided prompts are often short, unstructured, and misaligned with training data, limiting the gener…

cs.SE2025

Human-Agent Collaborative Paper-to-Page Crafting

Qianli Ma, Siyu Wang, Yilin Chen +7

In the quest for scientific progress, communicating research is as vital as the discovery itself. Yet, researchers are often sidetracked by the manual, repetitive chore of building…

cs.CV2025

AnimateScene: Camera-controllable Animation in Any Scene

Qingyang Liu, Bingjie Gao, Weiheng Huang +10

Recent advances in 3D scene reconstruction and 4D human animation have broadened adoption, but integrating the two remains difficult. Key challenges include placing humans at plaus…

cs.CL2025

LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint

Qianli Ma, Dongrui Liu, Qian Chen +2

Fine-tuning pre-trained Large Language Models (LLMs) for specialized tasks incurs substantial computational and data costs. While model merging offers a training-free solution to i…