AAAI 2025

3,486 papers

DocMamba: Efficient Document Pre-training with State Space Model

Pengfei Hu, Zhenrong Zhang, Jiefeng Ma, Shuhang Liu, Jun Du

Knowledge in Superposition: Unveiling the Failures of Lifelong Knowledge Editing for Large Language Models

Chenhui Hu, Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao

AutoFEA: Enhancing AI Copilot by Integrating Finite Element Analysis Using Large Language Models with Graph Neural Networks

Shifu Hou, Rick Johnson, Ramandeep Makhija, Lingwei Chen, Yanfang Ye

Vietnamese Words Are Not Constructed from Syllables: Rethinking the Role of Word Segmentation in Natural Language Processing for Vietnamese Texts

Nghia Hieu Nguyen, Dat Tien Nguyen, Ngan Luu-Thuy Nguyen

Learning from Noisy Labels via Self-Taught On-the-Fly Meta Loss Rescaling

Michael Heck, Christian Geishauser, Nurul Lubis, Carel van Niekerk, Shutong Feng

AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference

Zhuomin He, Yizhen Yao, Pengfei Zuo, Bin Gao, Qinya Li

ProsodyFM: Unsupervised Phrasing and Intonation Control for Intelligible Speech Synthesis

Xiangheng He, Junjie Chen, Zixing Zhang, Björn Schuller

Simulation-Free Hierarchical Latent Policy Planning for Proactive Dialogues

Tao He, Lizi Liao, Yixin Cao, Yuanxing Liu, Yiheng Sun

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism

Jianing He, Qi Zhang, Hongyun Zhang, Xuanjing Huang, Usman Naseem

CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text Generation

Han He, Qianchu Liu, Lei Xu, Chaitanya Shivade, Yi Zhang

Chain-of-Instructions: Compositional Instruction Tuning on Large Language Models

Shirley Anugrah Hayati, Taehee Jung, Tristan Bodding-Long, Sudipta Kar, Abhinav Sethy

CITI: Enhancing Tool Utilizing Ability in Large Language Models Without Sacrificing General Performance

Yupu Hao, Pengfei Cao, Zhuoran jin, Huanxuan Liao, Yubo Chen

DEQA: Descriptions Enhanced Question-Answering Framework for Multimodal Aspect-Based Sentiment Analysis

Zhixin Han, Mengting Hu, Yinhao Bai, Xunzhi Wang, Bitong Luo

TechSinger: Technique Controllable Multilingual Singing Voice Synthesis via Flow Matching

Wenxiang Guo, Yu Zhang, Changhao Pan, Rongjie Huang, Li Tang

Large Language Models Are Read/Write Policy-Makers for Simultaneous Generation

Shoutao Guo, Shaolei Zhang, Zhengrui Ma, Yang Feng

EmoReg: Directional Latent Vector Modeling for Emotional Intensity Regularization in Diffusion-based Voice Conversion

Ashishkumar Prabhakar Gudmalwar, Ishan Darshan Biyani, Nirmesh J. Shah, Pankaj Wasnik, Rajiv Ratn Shah

FigStep: Jailbreaking Large Vision-Language Models via Typographic Visual Prompts

Yichen Gong, Delong Ran, Jinyuan Liu, Conglei Wang, Tianshuo Cong

Multi-Branch Self-Drafting for LLM Inference Acceleration

Zipeng Gao, Qingrong Xia, Tong Xu, Xinyu Duan, Zhi Zheng

Falcon: Faster and Parallel Inference of Large Language Models Through Enhanced Semi-Autoregressive Drafting and Custom-Designed Decoding Tree

Xiangxiang Gao, Weisheng Xie, Yiwei Xiang, Feng Ji

Agent4Edu: Generating Learner Response Data by Generative Agents for Intelligent Education Systems

Weibo Gao, Qi Liu, Linan Yue, Fangzhou Yao, Rui Lv

Promoting Knowledge Base Question Answering by Directing LLMs to Generate Task-relevant Logical Forms

Jianqi Gao, Jian Cao, Ranran Bu, Nengjun Zhu, Wei Guan

Enhancing Elusive Clues in Knowledge Learning by Contrasting Attention of Language Models

Jian Gao, Xiao Zhang, Miao Li, Ji Wu

Contradicted in Reliable, Replicated in Unreliable: Dual-Source Reference for Fake News Early Detection

Yifan Feng, Weimin Li, Yue Wang, Jingchao Wang, Fangfang Liu

Learning from Mistakes: Self-correct Adversarial Training for Chinese Unnatural Text Correction

Xuan Feng, Tianlong Gu, Xiaoli Liu, Liang Chang

CDW-CoT: Clustered Distance-Weighted Chain-of-Thoughts Reasoning

Yuanheng Fang, Guoqing Chao, Wenqiang Lei, Shaobo Li, Dianhui Chu

Zero-resource Hallucination Detection for Text Generation via Graph-based Contextual Knowledge Triples Modeling

Xinyue Fang, Zhen Huang, Zhiliang Tian, Minghui Fang, Ziyi Pan

Preference-Oriented Supervised Fine-Tuning: Favoring Target Model over Aligned Large Language Models

Yuchen Fan, Yuzhong Hong, Qiushi Wang, Junwei Bao, Hongfei Jiang

BSDB-Net: Band-Split Dual-Branch Network with Selective State Spaces Mechanism for Monaural Speech Enhancement

Cunhang Fan, Enrui Liu, Andong Li, Jianhua Tao, Jian Zhou

COMM: Concentrated Margin Maximization for Robust Document-Level Relation Extraction

Zhichao Duan, Tengyu Pan, Zhenyu Li, Xiuxing Li, Jianyong Wang

Enhancing LLMs via High-Knowledge Data Selection

Feiyu Duan, Xuemiao Zhang, Sirui Wang, Haoran Que, Yuqi Liu

Investigating the Security Threat Arising from “Yes-No” Implicit Bias in Large Language Models

Yanrui Du, Sendong Zhao, Ming Ma, Yuhan Chen, Bing Qin

Multi-Turn Jailbreaking Large Language Models via Attention Shifting

Xiaohu Du, Fan Mo, Ming Wen, Tu Gu, Huadi Zheng

Alleviating Shifted Distribution in Human Preference Alignment through Meta-Learning

Shihan Dou, Yan Liu, Enyu Zhou, Songyang Gao, Tianlong Li

Toward Verifiable Instruction-Following Alignment for Retrieval Augmented Generation

Guanting Dong, Xiaoshuai Song, Yutao Zhu, Runqi Qiao, Zhicheng Dou

Citations and Trust in LLM Generated Responses

Yifan Ding, Matthew Facciani, Ellen Joyce, Amrit Poudel, Sanmitra Bhattacharya

SEAS: Self-Evolving Adversarial Safety Optimization for Large Language Models

Muxi Diao, Rumei Li, Shiyang Liu, Guogang Liao, Jingang Wang

Audio Entailment: Assessing Deductive Reasoning for Audio Understanding

Soham Deshmukh, Shuo Han, Hazim Bukhari, Benjamin Elizalde, Hannes Gamper

CrAM: Credibility-Aware Attention Modification in LLMs for Combating Misinformation in RAG

Boyi Deng, Wenjie Wang, Fengbin Zhu, Qifan Wang, Fuli Feng

Inductive Learning of Logical Theories with LLMs: A Expressivity-graded Analysis

João Pedro Gandarela de Souza, Danilo Carvalho, Andre Freitas

Are Key-Phrases All That Reviewers Care About? A Comprehensive Benchmarking of Reviewer Matchmaking Systems

Sourish Dasgupta, Harsh Sharma, Devansh Patel, Prarthee Desai, Anil K. Roy

On Effects of Steering Latent Representation for Large Language Model Unlearning

Huu-Tien Dang, Tin Pham, Hoang Thanh-Tung, Naoya Inoue

Multi-Level Optimal Transport for Universal Cross-Tokenizer Knowledge Distillation on Language Models

Xiao Cui, Mo Zhu, Yulei Qin, Liang Xie, Wengang Zhou

Nuance Matters: Probing Epistemic Consistency in Causal Reasoning

Shaobo Cui, Junyou Li, Luca Mouchel, Yiyang Feng, Boi Faltings

CSSinger: End-to-End Chunkwise Streaming Singing Voice Synthesis System Based on Conditional Variational Autoencoder

Jianwei Cui, Yu Gu, Shihao Chen, Jie Zhang, Liping Chen

Mapping from Meaning: Addressing the Miscalibration of Prompt-Sensitive Language Models

Kyle Cox, Jiawei Xu, Yikun Han, Rong Xu, Tianhao Li

Detecting Music Performance Errors with Transformers

Benjamin Shiue-Hal Chou, Purvish Jajal, Nicholas John Eliopoulos, Tim Nadolsky, Cheng-Yun Yang

CoMT: A Novel Benchmark for Chain of Multi-modal Thought on Large Vision-Language Models

Zihui Cheng, Qiguang Chen, Jin Zhang, Hao Fei, Xiaocheng Feng

Security Attacks on LLM-based Code Completion Tools

Wen Cheng, Ke Sun, Xinyu Zhang, Wei Wang

Attributive Reasoning for Hallucination Diagnosis of Large Language Models

Yuyan Chen, Zehao Li, Shuangjie You, Zhengyu Chen, Jingwen Chang

Region-Based Optimization in Continual Learning for Audio Deepfake Detection

yujie Chen, Jiangyan Yi, Cunhang Fan, Jianhua Tao, Yong Ren

Exploring Conversational Adaptability: Assessing the Proficiency of Large Language Models in Dynamic Alignment with Updated User Intent

Yu-Chuan Chen, Hen-Hsen Huang

Against All Odds: Overcoming Typology, Script, and Language Confusion in Multilingual Embedding Inversion Attacks

Yiyi Chen, Russa Biswas, Heather Lent, Johannes Bjerva

Small Language Model Makes an Effective Long Text Extractor

Yelin Chen, Fanjin Zhang, Jie Tang

Practical Offloading for Fine-Tuning LLM on Commodity GPU via Learned Sparse Projectors

Siyuan Chen, Zhuofeng Wang, Zelong Guan, Yudong Liu, Phillip B. Gibbons

Towards Efficient Low-Order Hybrid Optimizer for Language Model Fine-Tuning

Minping Chen, You-Liang Huang, Zeyi Wen

Identifying Query-Relevant Neurons in Large Language Models for Long-Form Texts

Lihu Chen, Adam Dejl, Francesca Toni

Enhancing Uncertainty Modeling with Semantic Graph for Hallucination Detection

Kedi Chen, Qin Chen, Jie Zhou, Xinqi Tao, Bowen Ding

Putting People in LLMs’ Shoes: Generating Better Answers via Question Rewriter

Junhao Chen, Bowen Wang, Zhouqiang Jiang, Yuta Nakashima

Affordances-Oriented Planning Using Foundation Models for Continuous Vision-Language Navigation

Jiaqi Chen, Bingqian Lin, Xinmin Liu, Lin Ma, Xiaodan Liang

Imitate Before Detect: Aligning Machine Stylistic Preference for Machine-Revised Text Detection

Jiaqi Chen, Xiaoye Zhu, Tianyang Liu, Ying Chen, Chen Xinhui

XCOT: Cross-lingual Instruction Tuning for Cross-lingual Chain-of-Thought Reasoning

Linzheng Chai, Jian Yang, Tao Sun, Hongcheng Guo, Jiaheng Liu

CSL-L2M: Controllable Song-Level Lyric-to-Melody Generation Based on Conditional Transformer with Fine-Grained Lyric and Musical Controls

Li Chai, Donglin Wang

Sentence-level Aggregation of Lexical Metrics Correlates Stronger with Human Judgements than Corpus-level Aggregation

Paulo Cavalin, Pedro H. Domingues, Claudio Pinhanez

SCANS: Mitigating the Exaggerated Safety for LLMs via Safety-Conscious Activation Steering

Zouying Cao, Yifei Yang, Hai Zhao

Enhancing Multi-Hop Fact Verification with Structured Knowledge-Augmented Large Language Models

Han Cao, Lingwei Wei, Wei Zhou, Songlin Hu

Approximated Variational Bayesian Inverse Reinforcement Learning for Large Language Model Alignment

Yuang Cai, Yuyu Yuan, Jinsheng Shi, Qinhong Lin

MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues

Kuluhan Binici, Abhinav Ramesh Kashyap, Viktor Schlegel, Andy T. Liu, Vijay Prakash Dwivedi

Leveraging the Dual Capabilities of LLM: LLM-Enhanced Text Mapping Model for Personality Detection

Weihong Bi, Feifei Kou, Lei Shi, Yawen Li, Haisheng Li

Text2midi: Generating Symbolic Music from Captions

Keshav Bhandari, Abhinaba Roy, Kyra Wang, Geeta Puri, Simon Colton

Multilingual LLMs Inherently Reward In-Language Time-Sensitive Semantic Alignment for Low-Resource Languages

Ashutosh Bajpai, Tanmoy Chakraborty

MP: Endowing Large Language Models with Lateral Thinking

Tian Bai, Yongwang Cao, Yan Ge, Haitao Yu

Enhancing NLU in Large Language Models Using Adversarial Noisy Instruction Tuning

Shengyuan Bai, Qibin Li, Zhe Wang, Nai Zhou, Nianmin Yao

Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information Flow

Jiaqi Bai, Hongcheng Guo, Zhongyuan Peng, Jian Yang, Zhoujun Li

MAGIC: Generating Self-Correction Guideline for In-Context Text-to-SQL

Arian Askari, Christian Poelitz, Xinye Tang

LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph

Tu Ao, Yanhua Yu, Yuling Wang, Yang Deng, Zirui Guo

Multilingual Mathematical Reasoning: Advancing Open-Source LLMs in Hindi and English

Avinash Anand, Kritarth Prasad, Chhavi Kirtani, Ashwin R Nair, Manvendra Kumar Nema

The Bandit Whisperer: Communication Learning for Restless Bandits

Yunfan Zhao, Tonghan Wang, Dheeraj Mysore Nagaraj, Aparna Taneja, Milind Tambe

Bridging Training and Execution via Dynamic Directed Graph-Based Communication in Cooperative Multi-Agent Systems

Zhuohui Zhang, Bin He, Bin Cheng, Gang Li

Concurrent Planning and Execution in Lifelong Multi-Agent Path Finding with Delay Probabilities

Yue Zhang, Zhe Chen, Daniel Harabor, Pierre Le Bodic, Peter J. Stuckey

WebPilot: A Versatile and Autonomous Multi-Agent System for Web Task Execution with Strategic Exploration

Yao Zhang, Zijian Ma, Yunpu Ma, Zhen Han, Yu Wu

Learning Verified Safe Neural Network Controllers for Multi-Agent Path Finding

Mingyue Zhang, Nianyu Li, Yi Chen, Jialong Li, Xiao-Yi Zhang

Multi-Agent Motion Planning for Differential Drive Robots Through Stationary State Search

Jingtian Yan, Jiaoyang Li

CoPEFT: Fast Adaptation Framework for Multi-Agent Collaborative Perception with Parameter-Efficient Fine-Tuning

Quanmin Wei, Penglin Dai, Wei Li, Bingyi Liu, Xiao Wu

LNS2+RL: Combining Multi-agent Reinforcement Learning with Large Neighborhood Search in Multi-agent Path Finding

Yutong Wang, Tanishq Duhan, Jiaoyang Li, Guillaume Sartoretti

SrSv: Integrating Sequential Rollouts with Sequential Value Estimation for Multi-agent Reinforcement Learning

Xu Wan, Chao Yang, Cheng Yang, Jie Song, Mingyang Sun

Windowed MAPF with Completeness Guarantees

Rishi Veerapaneni, Muhammad Suhail Saleem, Jiaoyang Li, Maxim Likhachev

A Multiagent Path Search Algorithm for Large-Scale Coalition Structure Generation

Redha Taguelmimt, Samir Aknine, Djamila Boukredera, Narayan Changder, Tuomas Sandholm

CoDe: Communication Delay-Tolerant Multi-Agent Collaboration via Dual Alignment of Intent and Timeliness

Shoucheng Song, Youfang Lin, Sheng Han, Chang Yao, Hao Wu

REVECA: Adaptive Planning and Trajectory-Based Validation in Cooperative Language Agents Using Information Relevance and Relative Proximity

SeungWon Seo, SeongRae Noh, Junhyeok Lee, SooBin Lim, Won Hee Lee

Anytime Multi-Agent Path Finding with an Adaptive Delay-Based Heuristic

Thomy Phan, Benran Zhang, Shao-Hung Chan, Sven Koenig

Optimally Solving Simultaneous-Move Dec-POMDPs: The Sequential Central Planning Approach

Johan Peralez, Aurélien Delage, Jacopo Castellini, Rafael F. Cunha, Jilles S. Dibangoye

Explaining Decisions of Agents in Mixed-Motive Games

Maayan Orner, Oleg Maksimov, Akiva Kleinerman, Charles Ortiz, Sarit Kraus

Responsibility-aware Strategic Reasoning in Probabilistic Multi-Agent Systems

Chunyan Mu, Muhammad Najib, Nir Oren

Learning Joint Behaviors with Large Variations

Tianxu Li, Kun Zhu

Efficient Communication in Multi-Agent Reinforcement Learning with Implicit Consensus Generation

Dapeng Li, Na Lou, Zhiwei Xu, Bin Zhang, Guoliang Fan

Unsupervised Translation of Emergent Communication

Ido Levy, Orr Paradise, Boaz Carmeli, Ron Meir, Shafi Goldwasser

An Open-Ended Learning Framework for Opponent Modeling

Yuheng Jing, Kai Li, Bingyun Liu, Haobo Fu, Qiang Fu

Speedup Techniques for Switchable Temporal Plan Graph Optimization

He Jiang, Muhan Lin, Jiaoyang Li

CP-Guard: Malicious Agent Detection and Defense in Collaborative Bird’s Eye View Perception

Senkang Hu, Yihang Tao, Guowen Xu, Yiqin Deng, Xianhao Chen

Synchronization in Learning in Periodic Zero-Sum Games Triggers Divergence from Nash Equilibrium

Yuma Fujimoto, Kaito Ariu, Kenshi Abe