大模型对齐与安全 - arXivDaily 专题

2511.06649 2025-11-11 cs.CE 50%

Differentiable Semantic Meta-Learning Framework for Long-Tail Motion Forecasting in Autonomous Driving

Bin Rao, Chengyue Wang, Haicheng Liao, Qianfang Wang, Yanchen Guan, Jiaxun Zhang, Xingcheng Liu, Meixin Zhu, Kanye Ye Wang, Zhenning Li

专题命中幻觉与事实性：safety(abstract)

Comments Accepted at AAAI-26 (AAAI 2026), Main Track

2511.06475 2025-11-11 cs.CV 50%

NOAH: Benchmarking Narrative Prior driven Hallucination and Omission in Video Large Language Models

Kyuho Lee, Euntae Kim, Jinwoo Choi, Buru Chang

机构 * Korea University（韩国大学）； Kyung Hee University（庆熙大学）

专题命中幻觉与事实性：trustworthy(abstract)

Comments 18 pages, 9 figures. Preprint

2507.06645 2025-11-10 q-bio.NC 50%

Quantifying Uncertainty in Error Consistency: Towards Reliable Behavioral Comparison of Classifiers

Thomas Klein, Sascha Meyen, Wieland Brendel, Felix A. Wichmann, Kristof Meding

专题命中幻觉与事实性：alignment(abstract)

Comments 25 pages, 14 figures

2411.16503 2025-10-28 cs.CV 50%

Noise Diffusion for Enhancing Semantic Faithfulness in Text-to-Image Synthesis

Boming Miao, Chunxiao Li, Xiaoxiao Wang, Andi Zhang, Rui Sun, Zizhe Wang, Yao Zhu

机构 * Beijing Normal University（北京师范大学）； University of Chinese Academy of Sciences（中国科学院大学）； University of Manchester（曼彻斯特大学）； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳））； Tsinghua University（清华大学）

专题命中幻觉与事实性：alignment(abstract)

Comments Updated author formatting; no substantive changes

2509.07759 2025-10-28 cs.IR 50%

A Survey of Long-Document Retrieval in the PLM and LLM Era

Minghan Li, Miyang Luo, Tianrui Lv, Yishuai Zhang, Siqi Zhao, Ercong Nie, Guodong Zhou

专题命中幻觉与事实性：alignment(abstract)

Comments 32 pages, 6 figures

2504.13169 2025-10-21 cs.CV 50%

Generate, but Verify: Reducing Hallucination in Vision-Language Models with Retrospective Resampling

Tsung-Han Wu, Heekyung Lee, Jiaxin Ge, Joseph E. Gonzalez, Trevor Darrell, David M. Chan

机构 * UC Berkeley（加州大学伯克利分校）； POSTECH

专题命中幻觉与事实性：safety(abstract)

Comments Accepted to NeurIPS 2025; Project Page: https://reverse-vlm.github.io

2510.08658 2025-10-13 econ.GN q-fin.EC 50%

When Truth Does Not Take on Its Shoes: How Misinformation Spreads in Chatrooms

Shuige Liu

专题命中幻觉与事实性：alignment(abstract)

2510.06070 2025-10-08 cs.CV 50%

There is More to Attention: Statistical Filtering Enhances Explanations in Vision Transformers

Meghna P Ayyar, Jenny Benois-Pineau, Akka Zemmari

机构 * LaBRI, CNRS, Univ. Bordeaux, UMR 5800（LaBRI、CNRS、波尔多大学、UMR 5800）

专题命中幻觉与事实性：alignment(abstract)

2510.05374 2025-10-08 eess.SY cs.SY 50%

Digital Twins for Intelligent Intersections: A Literature Review

Alben Rome Bagabaldo, Jürgen Hackl

专题命中幻觉与事实性：safety(abstract)

Comments 29 pages, 2 figures, under review at Transportation Research Interdisciplinary Perspectives journal

2509.20148 2025-10-07 cs.CV 50%

Smaller is Better: Enhancing Transparency in Vehicle AI Systems via Pruning

Sanish Suwal, Shaurya Garg, Dipkamal Bhusal, Michael Clifford, Nidhi Rastogi

专题命中幻觉与事实性：safety(abstract)

Comments 17 pages

2509.00320 2025-10-03 cs.CV 50%

TrimTokenator: Towards Adaptive Visual Token Pruning for Large Multimodal Models

Hao Zhang, Mengsi Lyu, Chenrui He, Yulong Ao, Yonghua Lin

机构 * Beijing Academy of Artificial Intelligence (BAAI)（北京人工智能研究院）

专题命中幻觉与事实性：alignment(abstract)

Comments 15 pages

2510.01126 2025-10-02 cs.CV cs.RO 50%

Strategic Fusion of Vision Language Models: Shapley-Credited Context-Aware Dawid-Skene for Multi-Label Tasks in Autonomous Driving

Yuxiang Feng, Keyang Zhang, Hassane Ouchouid, Ashwil Kaniamparambil, Ioannis Souflas, Panagiotis Angeloudis

机构 * Centre for Transport Engineering and Modelling, Department of Civil and Environmental Engineering, Imperial College London（交通工程与建模中心，土木与环境工程系，帝国理工学院伦敦分校）； ELM Europe（ELM欧洲）

专题命中幻觉与事实性：safety(abstract)

Comments 8 pages

2510.00721 2025-10-02 physics.chem-ph 50%

Flexible Uncertainty Calibration for Machine-Learned Interatomic Potentials

Cheuk Hin Ho, Christoph Ortner, Yangshuai Wang

专题命中幻觉与事实性：trustworthy(abstract)

2505.07618 2025-09-30 cs.IR 50%

KAQG: A Knowledge-Graph-Enhanced RAG for Difficulty-Controlled Question Generation

Ching Han Chen, Ming Fang Shiu

专题命中幻觉与事实性：alignment(abstract)

Comments 10 pages, 4 figures and 6 tables

2509.23457 2025-09-30 cs.CV 50%

No Concept Left Behind: Test-Time Optimization for Compositional Text-to-Image Generation

Mohammad Hossein Sameti, Amir M. Mansourian, Arash Marioriyad, Soheil Fadaee Oshyani, Mohammad Hossein Rohban, Mahdieh Soleymani Baghshah

机构 * Sharif University of Technology（沙里夫技术大学）

专题命中幻觉与事实性：alignment(abstract)

Comments 8 pages, 8 figures, 1 table

2509.23425 2025-09-30 cs.MA 50%

Situational Awareness for Safe and Robust Multi-Agent Interactions Under Uncertainty

Benjamin Alcorn, Eman Hammad

专题命中幻觉与事实性：safety(abstract)

2504.11669 2025-09-23 cs.CV 50%

Co-STAR: Collaborative Curriculum Self-Training with Adaptive Regularization for Source-Free Video Domain Adaptation

Amirhossein Dadashzadeh, Parsa Esmati, Majid Mirmehdi

机构 * University of Bristol, UK（布里斯托大学）

专题命中幻觉与事实性：alignment(abstract)

2509.14084 2025-09-19 cs.CV 50%

AD-DINOv3: Enhancing DINOv3 for Zero-Shot Anomaly Detection with Anomaly-Aware Calibration

Jingyi Yuan, Jianxiong Ye, Wenkang Chen, Chenqiang Gao

机构 * School of Intelligent Systems Engineering, Sun Yat-Sen University（智能系统工程学院，中山大学）

专题命中幻觉与事实性：alignment(abstract)

2509.09206 2025-09-18 cs.RO cs.SY eess.SY 50%

Occupancy-aware Trajectory Planning for Autonomous Valet Parking in Uncertain Dynamic Environments

Farhad Nawaz, Faizan M. Tariq, Sangjae Bae, David Isele, Avinash Singh, Nadia Figueroa, Nikolai Matni, Jovin D'sa

机构 * Honda Research Institute (HRI)（本田研究院）； University of Pennsylvania（宾夕法尼亚大学）

专题命中幻觉与事实性：safety(abstract)

2509.09989 2025-09-15 cs.CR 50%

rCamInspector: Building Reliability and Trust on IoT (Spy) Camera Detection using XAI

Priyanka Rushikesh Chaudhary, Manan Gupta, Jabez Christopher, Putrevu Venkata Sai Charan, Rajib Ranjan Maiti

专题命中幻觉与事实性：trustworthy(abstract)

2509.04052 2025-09-05 cs.IR 50%

Safeguarding Patient Trust in the Age of AI: Tackling Health Misinformation with Explainable AI

Sueun Hong, Shuojie Fu, Ovidiu Serban, Brianna Bao, James Kinross, Francesa Toni, Guy Martin, Uddhav Vaghela

专题命中幻觉与事实性：safety(abstract)

2509.03693 2025-09-05 cs.HC cs.MM 50%

Designing Effective AI Explanations for Misinformation Detection: A Comparative Study of Content, Social, and Combined Explanations

Yeaeun Gong, Yifan Liu, Lanyu Shang, Na Wei, Dong Wang

专题命中幻觉与事实性：alignment(abstract)

Comments To appear at CSCW 2025

2507.17187 2025-09-03 cs.GT cs.IR econ.TH 50%

Optimal Calibrated Signaling in Digital Auctions

Zhicheng Du, Wei Tang, Zihe Wang, Shuo Zhang

专题命中幻觉与事实性：trustworthy(abstract)

Comments 56 pages, 5 figures

2506.16988 2025-09-03 cs.IR 50%

RAGentA: Multi-Agent Retrieval-Augmented Generation for Attributed Question Answering

Ines Besrour, Jingbo He, Tobias Schreieder, Michael Färber

专题命中幻觉与事实性：trustworthy(abstract)

Comments Accepted at SIGIR 2025

2501.14179 2025-09-01 cs.HC 50%

AI Chatbots as Professional Service Agents: Developing a Professional Identity

Wenwen Li, Kangwei Shi, Yidong Chai

专题命中幻觉与事实性：alignment(abstract)

2508.16974 2025-08-26 cs.CV 50%

Hierarchical Contextual Grounding LVLM: Enhancing Fine-Grained Visual-Language Understanding with Robust Grounding

Leilei Guo, Antonio Carlos Rivera, Peiyu Tang, Haoxuan Ren, Zheyu Song

机构 * Zhongkai University of Agriculture and Engineering（仲恺农业工程大学）； EDP University of Puerto Rico: San Sebastian（波多黎各圣塞巴斯蒂安EDP大学）

专题命中幻觉与事实性：alignment(abstract)

2506.12609 2025-08-19 cs.CV 50%

Not All Tokens and Heads Are Equally Important: Dual-Level Attention Intervention for Hallucination Mitigation

Lexiang Tang, Xianwei Zhuang, Bang Yang, Zhiyuan Hu, Hongxiang Li, Lu Ma, Jinghan Ru, Yuexian Zou

专题命中幻觉与事实性：alignment(abstract)

2508.11080 2025-08-18 eess.SY cs.SY 50%

Managing Risks from Large Digital Loads Using Coordinated Grid-Forming Storage Network

Soumya Kundu, Kaustav Chatterjee, Ramij R. Hossain, Sai Pushpak Nandanoori, Veronica Adetola

专题命中幻觉与事实性：safety(abstract)

Comments Submitted to IEEE PES T&D Conference and Expo 2026

2503.06776 2025-08-15 cs.RO cs.SY eess.SY 50%

Chance-constrained Linear Quadratic Gaussian Games for Multi-robot Interaction under Uncertainty

Kai Ren, Giulio Salizzoni, Mustafa Emre Gürsoy, Maryam Kamgarpour

机构 * SYCAMORE Lab, École Polytechnique Fédérale de Lausanne (EPFL)（SYCAMORE实验室，瑞士联邦理工学院（EPFL））

专题命中幻觉与事实性：safety(abstract)

Comments Published in IEEE Control Systems Letters

Journal ref IEEE Control Systems Letters, vol. 9, pp. 2061-2066, 2025

2508.03007 2025-08-06 cs.CV 50%

Multi-Granularity Feature Calibration via VFM for Domain Generalized Semantic Segmentation

Xinhui Li, Xiaojie Guo

机构 * Xinhui Li（李新会）； Xiaojie Guo（郭小杰）

专题命中幻觉与事实性：alignment(abstract)

1. 幻觉与事实性 1740 篇

Differentiable Semantic Meta-Learning Framework for Long-Tail Motion Forecasting in Autonomous Driving

NOAH: Benchmarking Narrative Prior driven Hallucination and Omission in Video Large Language Models

Quantifying Uncertainty in Error Consistency: Towards Reliable Behavioral Comparison of Classifiers

Noise Diffusion for Enhancing Semantic Faithfulness in Text-to-Image Synthesis

A Survey of Long-Document Retrieval in the PLM and LLM Era

Generate, but Verify: Reducing Hallucination in Vision-Language Models with Retrospective Resampling

When Truth Does Not Take on Its Shoes: How Misinformation Spreads in Chatrooms

There is More to Attention: Statistical Filtering Enhances Explanations in Vision Transformers

Digital Twins for Intelligent Intersections: A Literature Review

Smaller is Better: Enhancing Transparency in Vehicle AI Systems via Pruning

TrimTokenator: Towards Adaptive Visual Token Pruning for Large Multimodal Models

Strategic Fusion of Vision Language Models: Shapley-Credited Context-Aware Dawid-Skene for Multi-Label Tasks in Autonomous Driving

Flexible Uncertainty Calibration for Machine-Learned Interatomic Potentials

KAQG: A Knowledge-Graph-Enhanced RAG for Difficulty-Controlled Question Generation

No Concept Left Behind: Test-Time Optimization for Compositional Text-to-Image Generation

Situational Awareness for Safe and Robust Multi-Agent Interactions Under Uncertainty

Co-STAR: Collaborative Curriculum Self-Training with Adaptive Regularization for Source-Free Video Domain Adaptation

AD-DINOv3: Enhancing DINOv3 for Zero-Shot Anomaly Detection with Anomaly-Aware Calibration

Occupancy-aware Trajectory Planning for Autonomous Valet Parking in Uncertain Dynamic Environments

rCamInspector: Building Reliability and Trust on IoT (Spy) Camera Detection using XAI

Safeguarding Patient Trust in the Age of AI: Tackling Health Misinformation with Explainable AI

Designing Effective AI Explanations for Misinformation Detection: A Comparative Study of Content, Social, and Combined Explanations

Optimal Calibrated Signaling in Digital Auctions

RAGentA: Multi-Agent Retrieval-Augmented Generation for Attributed Question Answering

AI Chatbots as Professional Service Agents: Developing a Professional Identity

Hierarchical Contextual Grounding LVLM: Enhancing Fine-Grained Visual-Language Understanding with Robust Grounding

Not All Tokens and Heads Are Equally Important: Dual-Level Attention Intervention for Hallucination Mitigation

Managing Risks from Large Digital Loads Using Coordinated Grid-Forming Storage Network

Chance-constrained Linear Quadratic Gaussian Games for Multi-robot Interaction under Uncertainty

Multi-Granularity Feature Calibration via VFM for Domain Generalized Semantic Segmentation