视觉大模型 / VLM

Guarding the Meaning: Self-Supervised Training for Semantic Robustness in Guard Models

Cristina Pinneri, Christos Louizos

机构 * Qualcomm AI Research（高通人工智能研究） 纠错

专题命中 幻觉与鲁棒性 ：grounding(abstract)；分类 cs.AI、cs.LG

AccKV: Towards Efficient Audio-Video LLMs Inference via Adaptive-Focusing and Cross-Calibration KV Cache Optimization

Zhonghua Jiang, Kui Chen, Kunxi Li, Keting Yin, Yiyun Zhou, Zhaode Wang, Chengfei Lv, Shengyu Zhang

专题命中 幻觉与鲁棒性 ：visual question answering(abstract)；分类 cs.CV

Preserving Cross-Modal Consistency for CLIP-based Class-Incremental Learning

Haoran Chen, Houze Xu, Micah Goldblum, Daoguo Dong, Zuxuan Wu

机构 * Institute of Trustworthy Embodied AI（可信具身人工智能研究院） ； Fudan University（复旦大学） ； Shanghai Collaborative Innovation Center of Intelligent Visual Computing（上海智能视觉计算协同创新中心） ； Columbia University（哥伦比亚大学） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

Grounded Visual Factualization: Factual Anchor-Based Finetuning for Enhancing MLLM Factual Consistency

Filippo Morbiato, Luca Romano, Alessandro Persona

机构 * University of Padua（帕多瓦大学） 纠错

专题命中 VLM训练与架构 ：MLLM(title,abstract)；LLaVA(abstract)；multimodal large language model(abstract)；分类 cs.CV

S2D-ALIGN: Shallow-to-Deep Auxiliary Learning for Anatomically-Grounded Radiology Report Generation

Jiechao Gao, Chang Liu, Yuangang Li

专题命中 VLM训练与架构 ：grounding(abstract)；multimodal large language model(abstract)；分类 cs.CV、cs.AI

FastDriveVLA: Efficient End-to-End Driving via Plug-and-Play Reconstruction-based Token Pruning

Jiajun Cao, Qizhe Zhang, Peidong Jia, Xuhui Zhao, Bo Lan, Xiaoan Zhang, Zhuo Li, Xiaobao Wei, Sixiang Chen, Liyun Li, Xianming Liu, Ming Lu, Yang Wang, Shanghang Zhang

专题命中 VLM训练与架构 ：vision-language model(abstract)；VLM(abstract)；分类 cs.CV、cs.AI

Comments Accepted by AAAI 2026

Human-Corrected Labels Learning: Enhancing Labels Quality via Human Correction of VLMs Discrepancies

Zhongnian Li, Lan Chen, Yixin Xu, Shi Xu, Xinzheng Xu

专题命中 VLM训练与架构 ：vision-language model(abstract)；VLM(abstract)；分类 cs.LG

Comments 11 pages, 3 figures

DEFT-LLM: Disentangled Expert Feature Tuning for Micro-Expression Recognition

Ren Zhang, Huilai Li, Chao qi, Guoliang Xu, Tianyu Zhou, Wei wei, Jianqin Yin

机构 * College of Intelligent Engineering and Automation, Beijing University of Posts and Telecommunications（智能工程与自动化学院，北京邮电大学） 纠错

专题命中 VLM训练与架构 ：multimodal large language model(abstract)；MLLM(abstract)；分类 cs.CV

Discovering Meaningful Units with Visually Grounded Semantics from Image Captions

Melika Behjati, James Henderson

机构 * Idiap Research Institute（日内瓦研究所） 纠错

专题命中 VLM训练与架构 ：vision-language model(abstract)；分类 cs.CV

Frequency-Aware Vision-Language Multimodality Generalization Network for Remote Sensing Image Classification

Junjie Zhang, Feng Zhao, Hanqiang Liu, Jun Yu

专题命中 VLM训练与架构 ：vision-language model(abstract)；分类 cs.CV

GraphMASAL: A Graph-based Multi-Agent System for Adaptive Learning

Biqing Zeng, Mengquan Liu, Zongwei Zhen

专题命中 VLM训练与架构 ：grounding(abstract)

Comments 9 pages, 3 figures,submitted to AAMAS 2026

GELATO: Multi-Instruction Trajectory Reshaping via Geometry-Aware Multiagent-based Orchestration

Junhui Huang, Yuhe Gong, Changsheng Li, Xingguang Duan, Luis Figueredo

机构 * Beijing Institute of Technology (BIT)（北京理工大学） ； School of Computer Science, University of Nottingham（诺丁汉大学计算机学院） 纠错

专题命中 VLM训练与架构 ：VLM(abstract)

Q2E: Query-to-Event Decomposition for Zero-Shot Multilingual Text-to-Video Retrieval

Shubhashis Roy Dipta, Francis Ferraro

机构 * Department of Computer Science and Electrical Engineering University of Maryland Baltimore County（计算机科学与电气工程系马里兰大学巴尔的摩县） 纠错

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments Accepted in IJCNLP-AACL 2025 (also presented in MAGMAR 2025 at ACL 2025)