Human Identification at a Distance: Challenges, Methods and Results on the Competition HID 2025

Jingzhe Ma, Meng Zhang, Jianlong Yu +34

TV-RAG: A Temporal-aware and Semantic Entropy-Weighted Framework for Long Video Retrieval and Understanding

Zongsheng Cao, Yangfan He, Anran Liu +3

RL from Physical Feedback: Aligning Large Motion Models with Humanoid Control

Junpeng Yue, Zepeng Wang, Yuxuan Wang +7

Inertial Primal Dual Dynamics with Hessian-driven Damping for Saddle Point Problems

Zepeng Wang, Juan Peypouquet

The paper introduces two inertial primal‑dual dynamical systems with Hessian‑driven damping to solve smooth saddle‑point problems, proving fast convergence rates for both convex‑co…

CoFi-Dec: Hallucination-Resistant Decoding via Coarse-to-Fine Generative Feedback in Large Vision-Language Models

Zongsheng Cao, Yangfan He, Anran Liu +3

Controllable Pedestrian Video Editing for Multi-View Driving Scenarios via Motion Sequence

Danzhen Fu, Jiagao Hu, Daiguo Zhou +3

Accelerated Gradient Methods via Inertial Systems with Hessian-driven Damping

Zepeng Wang, Juan Peypouquet

Axiomatization of Gradient Smoothing in Neural Networks

Linjiang Zhou, Xiaochuan Shi, Chao Ma +1

AutoAWG: Adverse Weather Generation with Adaptive Multi-Controls for Automotive Videos

Jiagao Hu, Daiguo Zhou, Danzhen Fu +6

NTIRE 2026 Challenge on Single Image Reflection Removal in the Wild: Datasets, Results, and Methods

Jie Cai, Kangning Yang, Zhiyuan Li +50

PROVE: A Perceptual RemOVal cohErence Benchmark for Visual Media

Fuhao Li, Shaofeng You, Jiagao Hu +6

Convergence Rate Analysis for Monotone Accelerated Proximal Gradient Method

Zepeng Wang, Juan Peypouquet

From Ideal to Real: Stable Video Object Removal under Imperfect Conditions

Jiagao Hu, Yuxuan Chen, Fuhao Li +4

$\mathrm{E^{2}CFD}$: Towards Effective and Efficient Cost Function Design for Safe Reinforcement Learning via Large Language Model

Zepeng Wang, Chao Ma, Linjiang Zhou +4

Accelerated Backward Forward Method for Convex Optimization

Zepeng Wang, Juan Peypouquet

Adaptive Accelerated Gradient Method for Smooth Convex Optimization

Zepeng Wang, Juan Peypouquet

General Humanoid Whole-Body Control via Pretraining and Fast Adaptation

Zepeng Wang, Jiangxing Wang, Shiqing Yao +8

PurifyGen: A Risk-Discrimination and Semantic-Purification Model for Safe Text-to-Image Generation

Zongsheng Cao, Yangfan He, Anran Liu +3

AdaptGrad: Adaptive Sampling to Reduce Noise

Linjiang Zhou, Chao Ma, Zepeng Wang +2

Fast convex optimization via inertial systems with asymptotically vanishing viscosity and Hessian-driven damping

Zepeng Wang, Juan Peypouquet