大模型推理能力

Enhancing Cache-Augmented Generation (CAG) with Adaptive Contextual Compression for Scalable Knowledge Integration

Rishabh Agrawal, Himanshu Kumar

机构 * Data Science（数据科学） ； Marketing Data Scientist（市场数据科学家） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

AKD : Adversarial Knowledge Distillation For Large Language Models Alignment on Coding tasks

Ilyas Oulkadda, Julien Perez

机构 * Laboratoire de Recherche de l'EPITA (LRE)（EPITA研究实验室） ； Department of XXX, University of YYY（YYY大学XXX系） ； School of ZZZ, Institute of WWW（WWW研究所ZZZ学院） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Position: Foundation Models Need Digital Twin Representations

Yiqing Shen, Hao Ding, Lalithkumar Seenivasan, Tianmin Shu, Mathias Unberath

机构 * Department of Computer Science（计算机科学系） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Binding threshold units with artificial oscillatory neurons

Vladimir Fanaskov, Ivan Oseledets

机构 * AIRI, Skoltech（AI研究机构，莫斯科斯克里普钦科技学院） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

The Steganographic Potentials of Language Models

Artem Karpov, Tinuade Adeleke, Seong Hah Cho, Natalia Perez-Campanero

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments Published at Building Trust Workshop at ICLR 2025

Voila: Voice-Language Foundation Models for Real-Time Autonomous Interaction and Voice Role-Play

Yemin Shi, Yu Shu, Siwei Dong, Guangyi Liu, Jaward Sesay, Jingwen Li, Zhiting Hu

机构 * UC San Diego（加州大学圣地亚哥分校） ； MBZUAI（马克斯·普朗克人工智能研究所） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 18 pages, 7 figures, Website: https://voila.maitrix.org

Triggering Hallucinations in LLMs: A Quantitative Study of Prompt-Induced Hallucination in Large Language Models

Makoto Sato

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Detecting and Mitigating Hateful Content in Multimodal Memes with Vision-Language Models

Minh-Hao Van, Xintao Wu

机构 * Department of EECS University of Arkanasas Fayetteville（电子工程与科学系阿肯色大学法洛维尔分校） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

SLA Management in Reconfigurable Multi-Agent RAG: A Systems Approach to Question Answering

Michael Iannelli, Sneha Kuchipudi, Vera Dvorak

机构 * Yext, Inc.（Yext公司） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Graph of Attacks: Improved Black-Box and Interpretable Jailbreaks for LLMs

Mohammad Akbar-Tajari, Mohammad Taher Pilehvar, Mohammad Mahmoody

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 19 pages, 1 figure, 6 tables

MatterChat: A Multi-Modal LLM for Material Science

Yingheng Tang, Wenbin Xu, Jie Cao, Weilu Gao, Steve Farrell, Benjamin Erichson, Michael W. Mahoney, Andy Nonaka, Zhi Yao

机构 * Applied Mathematics and Computational Research Division, Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室应用数学与计算研究部） ； National Energy Research Scientific Computing Center, Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室国家能源研究科学计算中心） ； NSF National AI Institute for Student-AI Teaming, University of Colorado at Boulder（国家科学基金会学生-人工智能协同人工智能研究所，科罗拉多大学波德罗分校） ； Department of Electrical and Computer Engineering, The University of Utah（犹他大学电气与计算机工程系） ； Scientific Data Division, Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室科学数据部） ； International Computer Science Institute, Berkeley, CA, USA（伯克利加州大学国际计算机科学研究所） ； Department of Statistics, University of California at Berkeley（伯克利加州大学统计学系） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization

Haoxin Liu, Chenghao Liu, B. Aditya Prakash

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Salesforce Research Asia（Salesforce亚洲研究院） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Temporal Entailment Pretraining for Clinical Language Models over EHR Data

Tatsunori Tanaka, Fi Zheng, Kai Sato, Zhifeng Li, Yuanyun Zhang, Shi Li

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.LG

Token Sequence Compression for Efficient Multimodal Computing

Yasmine Omri, Parth Shroff, Thierry Tambe

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

The Rise of Small Language Models in Healthcare: A Comprehensive Survey

Muskan Garg, Shaina Raza, Shebuti Rayana, Xingyi Liu, Sunghwan Sohn

机构 * Artificial Intelligence & Informatics, Mayo Clinic（人工智能与信息学，梅奥诊所） ； Vector Institute（向量研究所） ； SUNY at Old Westbury（纽约旧西伯里州立大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 35 pages, 7 tables, 5 figures

Leveraging Language Models for Automated Patient Record Linkage

Mohammad Beheshti, Lovedeep Gondara, Iris Zachary

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Diverse Prompts: Illuminating the Prompt Space of Large Language Models with MAP-Elites

Gabriel Machado Santos, Rita Maria da Silva Julia, Marcelo Zanchetta do Nascimento

机构 * Federal University of Uberlândia Computer Science Faculty（伯南布哥联邦大学计算机科学学院） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 8 pages Accepted for publication in IEEE CEC 2025

It's All Connected: A Journey Through Test-Time Memorization, Attentional Bias, Retention, and Online Optimization

Ali Behrouz, Meisam Razaviyayn, Peilin Zhong, Vahab Mirrokni

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Data Metabolism: An Efficient Data Design Schema For Vision Language Model

Jingyuan Zhang, Hongzhi Zhang, Zhou Haonan, Chenxi Sun, Xingguang ji, Jiakang Wang, Fanheng Kong, Yahui Liu, Qi Wang, Fuzheng Zhang

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments To be presented at ICLR 2025, First Workshop on Open Science for Foundation Models

Large Language Model-Informed Feature Discovery Improves Prediction and Interpretation of Credibility Perceptions of Visual Content

Yilang Peng, Sijia Qian, Yingdan Lu, Cuihua Shen

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 26 pages

Language Models for Automated Classification of Brain MRI Reports and Growth Chart Generation

Maryam Daniali, Shivaram Karandikar, Dabriel Zimmerman, J. Eric Schmitt, Matthew J. Buczek, Benjamin Jung, Laura Mercedes, Jakob Seidlitz, Vanessa Troiani, Lena Dorfschmidt, Eren Kafadar, Remo Williams, Susan Sotardi, Arastoo Vossough, Scott Haag, Jenna M. Schabdach, Aaron Alexander-Bloch

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Large Language Model-Enhanced Reinforcement Learning for Generic Bus Holding Control Strategies

Jiajie Yu, Yuhong Wang, Wei Ma

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 51 pages, 19 figures

Re-Ex: Revising after Explanation Reduces the Factual Errors in LLM Responses

Juyeon Kim, Jeongeun Lee, Yoonho Chang, Chanyeol Choi, Junseong Kim, Jy-yong Sohn

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments ICLR 2024 Workshop on Reliable and Responsible Foundation Models

Pangu Ultra: Pushing the Limits of Dense Large Language Models on Ascend NPUs

Yichun Yin, Wenyong Huang, Kaikai Song, Yehui Tang, Xueyu Wu, Wei Guo, Peng Guo, Yaoyuan Wang, Xiaojun Meng, Yasheng Wang, Dong Li, Can Chen, Dandan Tu, Yin Li, Fisher Yu, Ruiming Tang, Yunhe Wang, Baojun Wang, Bin Wang, Bo Wang, Boxiao Liu, Changzheng Zhang, Duyu Tang, Fei Mi, Hui Jin, Jiansheng Wei, Jiarui Qin, Jinpeng Li, Jun Zhao, Liqun Deng, Lin Li, Minghui Xu, Naifu Zhang, Nianzu Zheng, Qiang Li, Rongju Ruan, Shengjun Cheng, Tianyu Guo, Wei He, Wei Li, Weiwen Liu, Wulong Liu, Xinyi Dai, Yonghan Dong, Yu Pan, Yue Li, Yufei Wang, Yujun Li, Yunsheng Ni, Zhe Liu, Zhenhe Zhang, Zhicheng Liu

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments fix conflicts of latex pacakges

AROMA: Autonomous Rank-one Matrix Adaptation

Hao Nan Sheng, Zhi-yong Wang, Mingrui Yang, Hing Cheung So

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

How Effective Is Constitutional AI in Small LLMs? A Study on DeepSeek-R1 and Its Peers

Antonio-Gabriel Chacón Menke, Phan Xuan Tan

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Navigating the Future of Federated Recommendation Systems with Foundation Models

Zhiwei Li, Guodong Long, Chunxu Zhang, Honglei Zhang, Jing Jiang, Chengqi Zhang

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 11 pages, position paper, survey

Understanding Layer Significance in LLM Alignment

Guangyuan Shi, Zexin Lu, Xiaoyu Dong, Wenlong Zhang, Xuanyu Zhang, Yujie Feng, Xiao-Ming Wu

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Sensitivity Meets Sparsity: The Impact of Extremely Sparse Parameter Patterns on Theory-of-Mind of Large Language Models

Yuheng Wu, Wentao Guo, Zirui Liu, Heng Ji, Zhaozhuo Xu, Denghui Zhang

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

MetaSC: Test-Time Safety Specification Optimization for Language Models

Víctor Gallego

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Published at ICLR 2025 Workshop on Foundation Models in the Wild

Journal ref ICLR 2025 Workshop on Foundation Models in the Wild