语言大模型 / LLM

Full Conformal Adaptation of Medical Vision-Language Models

Julio Silva-Rodríguez, Leo Fillioux, Paul-Henry Cournède, Maria Vakalopoulou, Stergios Christodoulidis, Ismail Ben Ayed, Jose Dolz

机构 * ÉTS Montréal（蒙特利尔ÉTS学院） ； CentraleSupélec, Université Paris-Saclay（中央理工学院，巴黎萨克雷大学） 纠错

专题命中 领域大模型 ：language model(title,abstract)；foundation model(abstract)

Comments IPMI 2025. Code: https://github.com/jusiro/FCA

Language-Codec: Bridging Discrete Codec Representations and Speech Language Models

Shengpeng Ji, Minghui Fang, Jialong Zuo, Ziyue Jiang, Dingdong Wang, Hanting Wang, Hai Huang, Zhou Zhao

机构 * Zhejiang University（浙江大学） 纠错

专题命中 领域大模型 ：language model(title,abstract)；large language model(abstract)

Comments ACL 2025 Main

RecLM: Recommendation Instruction Tuning

Yangqin Jiang, Yuhao Yang, Lianghao Xia, Da Luo, Kangyi Lin, Chao Huang

专题命中 领域大模型 ：instruction tuning(title)；large language model(abstract)；language model(abstract)

Comments This paper is accepted by ACL 2025 main conference

Geometric Feature Prompting of Image Segmentation Models

Kenneth Ball, Erin Taylor, Nirav Patel, Andrew Bartels, Gary Koplik, James Polly, Jay Hineman

机构 * Geometric Data Analytics, Inc.（几何数据分析公司） ； Penrose Research（Penrose研究） ； Georgia Institute of Technology（佐治亚理工学院） ； Applied Research Associates（应用研究协会） 纠错

专题命中 领域大模型 ：prompting(title,abstract)；foundation model(abstract)

Are Vision Language Models Ready for Clinical Diagnosis? A 3D Medical Benchmark for Tumor-centric Visual Question Answering

Yixiong Chen, Wenjie Xiao, Pedro R. A. S. Bassi, Xinze Zhou, Sezgin Er, Ibrahim Ethem Hamamci, Zongwei Zhou, Alan Yuille

专题命中 领域大模型 ：language model(title,abstract)；pretraining(abstract)

Comments NeurIPS 2025 datasets&benchmarks track submission

From ML to LLM: Evaluating the Robustness of Phishing Webpage Detection Models against Adversarial Attacks

Aditya Kulkarni, Vivek Balachandran, Dinil Mon Divakaran, Tamal Das

专题命中 领域大模型 ：LLM(title)；large language model(abstract)；language model(abstract)

MediConfusion: Can you trust your AI radiologist? Probing the reliability of multimodal medical foundation models

Mohammad Shahab Sepehri, Zalan Fabian, Maryam Soltanolkotabi, Mahdi Soltanolkotabi

机构 * Department of Electrical and Computer Engineering, University of Southern California（电气与计算机工程系，南加州大学） ； Department of Radiology and Imaging Sciences, University of Utah（放射学与影像科学系，犹他大学） 纠错

专题命中 领域大模型 ：foundation model(title)；large language model(abstract)；language model(abstract)

Comments 24 Pages, 9 figures, The Thirteenth International Conference on Learning Representations (ICLR) 2025

Prot42: a Novel Family of Protein Language Models for Target-aware Protein Binder Generation

Mohammad Amaan Sayeed, Engin Tekin, Maryam Nadeem, Nancy A. ElNaker, Aahan Singh, Natalia Vassilieva, Boulbaba Ben Amor

机构 * Inception Institute of Artificial Intelligence（Inception人工智能研究所） ； Cerebras Systems（Cerebras系统） 纠错

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Position: Contextual Integrity is Inadequately Applied to Language Models

Yan Shvartzshnaider, Vasisht Duddu

专题命中 领域大模型 ：language model(title,abstract)；large language model(abstract)

Comments International Conference on Machine Learning (ICML), 2025

CDE-Mapper: Using Retrieval-Augmented Language Models for Linking Clinical Data Elements to Controlled Vocabularies

Komal Gilani, Marlo Verket, Christof Peters, Michel Dumontier, Hans-Peter Brunner-La Rocca, Visara Urovi

专题命中 领域大模型 ：language model(title,abstract)；large language model(abstract)

Comments 25 pages (one column), 7 figures

XrayGPT: Chest Radiographs Summarization using Medical Vision-Language Models

Omkar Thawakar, Abdelrahman Shaker, Sahal Shaji Mullappilly, Hisham Cholakkal, Rao Muhammad Anwer, Salman Khan, Jorma Laaksonen, Fahad Shahbaz Khan

机构 * Mohamed bin Zayed University of AI（穆罕默德·本·扎耶德人工智能大学） ； Aalto University（艾尔沃斯大学） 纠错

专题命中 领域大模型 ：language model(title,abstract)；large language model(abstract)

Comments Accepted at ACL 2024-BIONLP Workshop. Code: https://github.com/mbzuai-oryx/XrayGPT

X-Cross: Dynamic Integration of Language Models for Cross-Domain Sequential Recommendation

Guy Hadad, Haggai Roitman, Yotam Eshel, Bracha Shapira, Lior Rokach

机构 * Ben-Gurion University of the Negev（本· Gurion 军事大学） 纠错

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted for publication in SIGIR '25

Language Models for Materials Discovery and Sustainability: Progress, Challenges, and Opportunities

Zongrui Pei, Junqi Yin, Jiaxin Zhang

专题命中 领域大模型 ：language model(title,abstract)；large language model(abstract)

Comments 89 pages, 21 figures

Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models

Andy K. Zhang, Neil Perry, Riya Dulepet, Joey Ji, Celeste Menders, Justin W. Lin, Eliot Jones, Gashon Hussein, Samantha Liu, Donovan Jasper, Pura Peetathawatchai, Ari Glenn, Vikram Sivashankar, Daniel Zamoshchin, Leo Glikbarg, Derek Askaryar, Mike Yang, Teddy Zhang, Rishi Alluri, Nathan Tran, Rinnara Sangpisit, Polycarpos Yiorkadjis, Kenny Osele, Gautham Raghupathi, Dan Boneh, Daniel E. Ho, Percy Liang

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ICLR 2025 Oral

AVP-AP: Self-supervised Automatic View Positioning in 3D cardiac CT via Atlas Prompting

Xiaolin Fan, Yan Wang, Yingying Zhang, Mingkun Bao, Bosen Jia, Dong Lu, Yifan Gu, Jian Cheng, Haogang Zhu

专题命中 领域大模型 ：prompting(title,abstract)；foundation model(abstract)

Comments 12 pages, 8 figures, published to TMI

Journal ref IEEE TRANSACTIONS ON MEDICAL IMAGING, March 2025

FisherTune: Fisher-Guided Robust Tuning of Vision Foundation Models for Domain Generalized Segmentation

Dong Zhao, Jinlong Li, Shuang Wang, Mengyao Wu, Qi Zang, Nicu Sebe, Zhun Zhong

专题命中 领域大模型 ：foundation model(title,abstract)；pretraining(abstract)

Journal ref Conference on Computer Vision and Pattern Recognition 2025 Conference on Computer Vision and Pattern Recognition 2025 Conference on Computer Vision and Pattern Recognition 2025

LLM-enabled Instance Model Generation

Fengjunjie Pan, Nenad Petrovic, Vahid Zolfaghari, Long Wen, Alois Knoll

专题命中 领域大模型 ：LLM(title)；large language model(abstract)；language model(abstract)

Foundation Model for Whole-Heart Segmentation: Leveraging Student-Teacher Learning in Multi-Modal Medical Imaging

Abdul Qayyum, Moona Mazher, Devran Ugurlu, Jose Alonso Solis Lemus, Cristobal Rodero, Steven A Niederer

专题命中 领域大模型 ：foundation model(title,abstract)；pretraining(abstract)

LLMSeR: Enhancing Sequential Recommendation via LLM-based Data Augmentation

Yuqi Sun, Qidong Liu, Haiping Zhu, Feng Tian

专题命中 领域大模型 ：LLM(title)；large language model(abstract)；language model(abstract)

Context-Aware Vision Language Foundation Models for Ocular Disease Screening in Retinal Images

Lucie Berger, Mathieu Lamard, Philippe Zhang, Laurent Borderie, Alexandre Le Guilcher, Pascale Massin, Béatrice Cochener, Gwenolé Quellec, Sarah Matta

专题命中 领域大模型 ：foundation model(title,abstract)；language model(abstract)

Comments 4 pages

SCAP: Transductive Test-Time Adaptation via Supportive Clique-based Attribute Prompting

Chenyu Zhang, Kunlun Xu, Zichen Liu, Yuxin Peng, Jiahuan Zhou

专题命中 领域大模型 ：prompting(title,abstract)；language model(abstract)

Comments Accepted by CVPR 2025

ProBench: Judging Multimodal Foundation Models on Open-ended Multi-domain Expert Tasks

Yan Yang, Dongxu Li, Haoning Wu, Bei Chen, Liu Liu, Liyuan Pan, Junnan Li

专题命中 领域大模型 ：foundation model(title)；large language model(abstract)；language model(abstract)

Generating customized prompts for Zero-Shot Rare Event Medical Image Classification using LLM

Payal Kamboj, Ayan Banerjee, Bin Xu, Sandeep Gupta

专题命中 领域大模型 ：LLM(title)；large language model(abstract)；language model(abstract)

Comments Accepted in IEEE ISBI, 2025

HumanOmni: A Large Vision-Speech Language Model for Human-Centric Video Understanding

Jiaxing Zhao, Qize Yang, Yixing Peng, Detao Bai, Shimin Yao, Boyuan Sun, Xiang Chen, Shenghao Fu, Weixuan chen, Xihan Wei, Liefeng Bo

专题命中 领域大模型 ：language model(title,abstract)；large language model(abstract)

MEDFORM: A Foundation Model for Contrastive Learning of CT Imaging and Clinical Numeric Data in Multi-Cancer Analysis

Daeun Jung, Jaehyeok Jang, Sooyoung Jang, Yu Rang Park

专题命中 领域大模型 ：foundation model(title,abstract)；pretraining(abstract)

Comments 8 pages, 1 figure

KPL: Training-Free Medical Knowledge Mining of Vision-Language Models

Jiaxiang Liu, Tianxiang Hu, Jiawei Du, Ruiyuan Zhang, Joey Tianyi Zhou, Zuozhu Liu

专题命中 领域大模型 ：language model(title,abstract)；large language model(abstract)

Comments AAAI(Oral)

SECodec: Structural Entropy-based Compressive Speech Representation Codec for Speech Language Models

Linqin Wang, Yaping Liu, Zhengtao Yu, Shengxiang Gao, Cunli Mao, Yuxin Huang, Wenjun Wang, Ling Dong

专题命中 领域大模型 ：language model(title,abstract)；large language model(abstract)

Comments Accepted to the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI-25)

UniGLM: Training One Unified Language Model for Text-Attributed Graph Embedding

Yi Fang, Dongzhe Fan, Sirui Ding, Ninghao Liu, Qiaoyu Tan

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Legommenders: A Comprehensive Content-Based Recommendation Library with LLM Support

Qijiong Liu, Lu Fan, Xiao-Ming Wu

专题命中 领域大模型 ：LLM(title)；large language model(abstract)；language model(abstract)

Revisiting Backdoor Attacks against Large Vision-Language Models from Domain Shift

Siyuan Liang, Jiawei Liang, Tianyu Pang, Chao Du, Aishan Liu, Mingli Zhu, Xiaochun Cao, Dacheng Tao

专题命中 领域大模型 ：language model(title,abstract)；instruction tuning(abstract)

Comments 11 pages, 9 figures