AAAI 2025

3,486 papers

Predicting User Behavior in Smart Spaces with LLM-Enhanced Logs and Personalized Prompts

Yunpeng Song, Jiawei Li, Yiheng Bian, Zhongmin Cai

Enhancing Generalizability in Molecular Conformation Generation with METRIZATION-Informed Geometric Diffusion Pretraining

Xiaozhuang Song, Yuzhao Tu, Hangting Ye, Wei Fan, Qingquan Zhang

HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting

Feng Shibo, Peilin Zhao, Liu Liu, Pengcheng Wu, Zhiqi Shen

Autonomous Goal Detection and Cessation in Reinforcement Learning: A Case Study on Source Term Estimation

Yiwei Shi, Muning Wen, Qi Zhang, Weinan Zhang, Cunjia Liu

SpeHeaTal: A Cluster-Enhanced Segmentation Method for Sperm Morphology Analysis

Yi Shi, Yun-Kai Wang, Xu-Peng Tian, Tie-Yi Zhang, Bing Yao

SUMI-IFL: An Information-Theoretic Framework for Image Forgery Localization with Sufficiency and Minimality Constraints

Ziqi Sheng, Wei Lu, Xiangyang Luo, Jiantao Zhou, Xiaochun Cao

StressPrompt: Does Stress Impact Large Language Models and Human Performance Similarly?

Guobin Shen, Dongcheng Zhao, Aorigele Bao, Xiang He, Yiting Dong

Towards Better Robustness Against Natural Corruptions in Document Tampering Localization

Huiru Shao, Kaizhu Huang, Wei Wang, Xiaowei Huang, Qiufeng Wang

Revisiting Tampered Scene Text Detection in the Era of Generative AI

Chenfan Qu, Yiwu Zhong, Fengjun Guo, LianWen Jin

Dual-Channel Interactive Graph Transformer for Traffic Classification with Message-Aware Flow Representation

Xing Qiu, Guang Cheng, Weizhou Zhu, Dandan Niu, Nan Fu

A Simple and Comprehensive Benchmark for Single-Cell Transcriptomics

Jiaxin Qi, Yan Cui, Kailei Guo, Xiaomin Zhang, Jianqiang Huang

Exploring Query Efficient Data Generation Towards Data-Free Model Stealing in Hard Label Setting

Gaozheng Pei, Shaojie Lyu, Ke Ma, Pinci Yang, Qianqian Xu

MalCL: Leveraging GAN-Based Generative Replay to Combat Catastrophic Forgetting in Malware Classification

Jimin Park, AHyun Ji, Minji Park, Mohammad Saidur Rahman, Se Eun Oh

Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization

Pedro Orvalho, Mikoláš Janota, Vasco M. Manquinho

Robust Heterogeneous Graph Classification for Molecular Property Prediction with Information Bottleneck

Zhibin Ni, Chang Liu, Hai Wan, Xibin Zhao

SLRL: Semi-Supervised Local Community Detection Based on Reinforcement Learning

Li Ni, Rui Ye, Wenjian Luo, Yiwen Zhang, Lei Zhang

GoBERT: Gene Ontology Graph Informed BERT for Universal Gene Function Prediction

Yuwei Miao, Yuzhi Guo, Hehuan Ma, Jingquan Yan, Feng Jiang

Multi-modal Deepfake Detection via Multi-task Audio-Visual Prompt Learning

Hui Miao, Yuanfang Guo, Zeming Liu, Yunhong Wang

Defense Against Model Stealing Based on Account-Aware Distribution Discrepancy

Jian-Ping Mei, Weibin Zhang, Jie Chen, Xuyun Zhang, Tiantian Zhu

Number Theoretic Accelerated Learning of Physics-Informed Neural Networks

Takashi Matsubara, Takaharu Yaguchi

M²N: A Progressive Macro-to-Micro 3D Modeling Scheme for Unveiling Drug-Target Affinity

Tianxu Lv, Jie Zhu, Jinyi Liu, Shiyun Nie, Hongnian Tian

GenAL: Generative Agent for Adaptive Learning

Rui Lv, Qi Liu, Weibo Gao, Haotian Zhang, Junyu Lu

Graph-Based Cross-Domain Knowledge Distillation for Cross-Dataset Text-to-Image Person Retrieval

Bingjun Luo, Jinpeng Wang, Zewen Wang, Junjie Zhu, Xibin Zhao

DAMMFND: Domain-Aware Multimodal Multi-view Fake News Detection

Weihai Lu, Yu Tong, Zhiqiu Ye

WiFi CSI Based Temporal Activity Detection via Dual Pyramid Network

Zhendong Liu, Le Zhang, Bing Li, Yingjie Zhou, Zhenghua Chen

BiDeV: Bilateral Defusing Verification for Complex Claim Fact-Checking

YuXuan Liu, Hongda Sun, Wenya Guo, Xinyan Xiao, Cunli Mao

TrojanDec: Data-free Detection of Trojan Inputs in Self-supervised Learning

Yupei Liu, Yanting Wang, Jinyuan Jia

Knowledge-Guided Domain Adaptation Model for Transferring Drug Response Prediction from Cell Lines to Patients

Xuan Liu, Menglu Li

Recoverable Facial Identity Protection via Adaptive Makeup Transfer Adversarial Attacks

Xiyao Liu, Junxing Ma, Xinda Wang, Qianyu Lin, Jian Zhang

Controllable Protein Sequence Generation with LLM Preference Optimization

Xiangyu Liu, Yi Liu, Silei Chen, Wei Hu

IDseq: Decoupled and Sequentially Detecting and Grounding Multi-Modal Media Manipulation

Runxin Liu, Tian Xie, Jiaming Li, Lingyun Yu, Hongtao Xie

A Thorough Comparison Between Independent Cascade and Susceptible-Infected-Recovered Models

Panfeng Liu, Guoliang Qiu, Biaoshuai Tao, Kuan Yang

An Evaluation Framework for Product Images Background Inpainting Based on Human Feedback and Product Consistency

Yuqi Liang, Jun Luo, Xiaoxi Guo, Jianqi Bi

SCALM: Detecting Bad Practices in Smart Contracts Through LLMs

Zongwei Li, Xiaoqi Li, Wenkai Li, Xin Wang

Whole Genome Transformer for Gene Interaction Effects in Microbiome Habitat Specificity

Zhufeng Li, Sandeep Suresh Cranganore, Nicholas Youngblut, Niki Kilbertus

Enhancing the Adversarial Robustness via Manifold Projection

Zhiting Li, Shibai Yin, Tai-Xiang Jiang, Yexun Hu, Jia-Mian Wu

AI-Powered Algorithm-Centric Quantum Processor Topology Design

Tian Li, Xiao-Yue Xu, Chen Ding, Tian-Ci Tian, Wei-You Liao

Learning Complex Heterogeneous Multimodal Fake News via Social Latent Network Inference

Mingxin Li, Yuchen Zhang, Haowei Xu, Xianghua Li, Chao Gao

Critical Forgetting-Based Multi-Scale Disentanglement for Deepfake Detection

Kai Li, Wenqi Ren, Jianshu Li, Wei Wang, Xiaochun Cao

ChemVLM: Exploring the Power of Multimodal Large Language Models in Chemistry Area

Junxian Li, Di Zhang, Xunzhi Wang, Zeying Hao, Jingdi Lei

Vox-UDA: Voxel-wise Unsupervised Domain Adaptation for Cryo-Electron Subtomogram Segmentation with Denoised Pseudo-Labeling

Haoran Li, Xingjian Li, Jiahua Shi, Huaming Chen, Bo Du

Simulate and Eliminate: Revoke Backdoors for Generative Large Language Models

Haoran Li, Yulin Chen, Zihao Zheng, Qi Hu, Chunkit Chan

Political Actor Agent: Simulating Legislative System for Roll Call Votes Prediction with Large Language Models

Hao Li, Ruoyuan Gong, Hao Jiang

AnalogCoder: Analog Circuit Design via Training-Free Code Generation

Yao Lai, Sungyoung Lee, Guojin Chen, Souradip Poddar, Mengkang Hu

IWRN:A Robust Blind Watermarking Method for Artwork Image Copyright Protection Against Noise Attack

Feifei Kou, Yuhan Yao, Siyuan Yao, Jiahao Wang, Lei Shi

Learning Generalized Residual Exchange-Correlation-Uncertain Functional for Density Functional Theory

Sizhuo Jin, Shuo Chen, Jianjun Qian, Ying Tai, Jun Li

Bi-level Contrastive Learning for Knowledge-Enhanced Molecule Representations

Pengcheng Jiang, Cao Xiao, Tianfan Fu, Parminder Bhatia, Taha Kass-Hout

DF-MIA: A Distribution-Free Membership Inference Attack on Fine-Tuned Large Language Models

Zhiheng Huang, Yannan Liu, Daojing He, Yu Li

Social Recommendation via Graph-Level Counterfactual Augmentation

Yinxuan Huang, Ke Liang, Yanyi Huang, Xiang Zeng, Kai Chen

PRAGA: Prototype-aware Graph Adaptive Aggregation for Spatial Multi-modal Omics Analysis

Xinlei Huang, Zhiqi Ma, Dian Meng, Yanran Liu, Shiwei Ruan

MOL-Mamba: Enhancing Molecular Representation with Structural & Electronic Insights

Jingjing Hu, Dan Guo, Zhan Si, Deguang Liu, Yunfeng Diao

ViFactCheck: A New Benchmark Dataset and Methods for Multi-Domain News Fact-Checking In Vietnamese

Tran Thai Hoa, Tran Quang Duy, Khanh Quoc Tran, Kiet Van Nguyen

VerilogCoder: Autonomous Verilog Coding Agents with Graph-based Planning and Abstract Syntax Tree (AST)-based Waveform Tracing Tool

Chia-Tung Ho, Haoxing Ren, Brucek Khailany

HHAN: Comprehensive Infectious Disease Source Tracing via Heterogeneous Hypergraph Neural Network

Qiang He, Yunting Bao, Hui Fang, Yuting Lin, Hao Sun

Hypergraph Attacks via Injecting Homogeneous Nodes into Elite Hyperedges

Meixia He, Peican Zhu, Keke Tang, Yangming Guo

Limitations in Employing Natural Language Supervision for Sensor-Based Human Activity Recognition - And Ways to Overcome Them

Harish Haresamudram, Apoorva Beedu, Mashfiqui Rabbi, Sankalita Saha, Irfan Essa

Open-world Radio Frequency Fingerprint Identification via Augmented Semi-supervised Learning

Zehua Han, Jing Xiao, Qirui Zhao, Zhexuan Cui, Yufeng Wang

GARLIC: GPT-Augmented Reinforcement Learning with Intelligent Control for Vehicle Dispatching

Xiao Han, Zijian Zhang, Xiangyu Zhao, Yuanshao Zhu, Guojiang Shen

CoPRA: Bridging Cross-domain Pretrained Sequence Models with Complex Structures for Protein-RNA Binding Affinity Prediction

Rong Han, Xiaohong Liu, Tong Pan, Jing Xu, Xiaoyu Wang

HeMeNet: Heterogeneous Multichannel Equivariant Network for Protein Multi-task Learning

Rong Han, Wenbing Huang, Lingxiao Luo, Xinyan Han, Jiaming Shen

Each Fake News Is Fake in Its Own Way: An Attribution Multi-Granularity Benchmark for Multimodal Fake News Detection

Hao Guo, Zihan Ma, Zhi Zeng, Minnan Luo, Weixin Zeng

FoldToken: Learning Protein Language via Vector Quantization and Beyond

Zhangyang Gao, Cheng Tan, Jue Wang, Yufei Huang, Lirong Wu

EWMoE: An Effective Model for Global Weather Forecasting with Mixture-of-Experts

Lihao Gan, Xin Man, Chenghong Zhang, Jie Shao

A Theoretical Framework for an Efficient Normalizing Flow-Based Solution to the Electronic Schrödinger Equation

Daniel Freedman, Eyal Rozenberg, Alex Bronstein

APIRL: Deep Reinforcement Learning for REST API Fuzzing

Myles Foley, Sergio Maffeis

How to Re-enable PDE Loss for Physical Systems Modeling Under Partial Observation

Haodong Feng, Yue Wang, Dixia Fan

FactorGCL: A Hypergraph-Based Factor Model with Temporal Residual Contrastive Learning for Stock Returns Prediction

Yitong Duan, Weiran Wang, Jian Li

Knowledge Is Power: Harnessing Large Language Models for Enhanced Cognitive Diagnosis

Zhiang Dong, Jingyuan Chen, Fei Wu

RingFormer: A Ring-Enhanced Graph Transformer for Organic Solar Cell Property Prediction

Zhihao Ding, Ting Zhang, Yiran Li, Jieming SHI, Chen Jason Zhang

AutoSciLab: A Self-Driving Laboratory for Interpretable Scientific Discovery

Saaketh Desai, Sadhvikas Addamane, Jeffrey Y. Tsao, Igal Brener, Laura P. Swiler

Improving Cancer Gene Prediction by Enhancing Common Information Between the PPI Network and Gene Functional Association

Chao Deng, Hongdong Li, Jianxin Wang

Less Is More: Adaptive Program Repair with Bug Localization and Preference Learning

Zhenlong Dai, Bingrui Chen, Zhuoluo Zhao, Xiu Tang, Sai Wu

CryoDomain: Sequence-free Protein Domain Identification from Low-resolution Cryo-EM Density Maps

Muzhi Dai, Zhuoer Dong, Weining Fu, Kui Xu, Qiangfeng Cliff Zhang

3D Denoisers Are Good 2D Teachers: Molecular Pretraining via Denoising and Cross-Modal Distillation

Sungjun Cho, Dae-Woong Jeong, Sung Moon Ko, Jinwoo Kim, Sehui Han

G2LDetect: A Global-to-Local Approach for Hallucination Detection

Xiaoxia Cheng, Zeqi Tan, Zhe Zheng, Weiming Lu

4D Diffusion for Dynamic Protein Structure Prediction with Reference and Motion Guidance

Kaihui Cheng, Ce Liu, Qingkun Su, Jun Wang, Liwei Zhang

ReactGPT: Understanding of Chemical Reactions via In-Context Tuning

Zhe Chen, Zhe Fang, Wenhao Tian, Zhaoguang Long, Changzhi Sun

GLCF: A Global-Local Multimodal Coherence Analysis Framework for Talking Face Generation Detection

Xiaocan Chen, Qilin Yin, Jiarui Liu, Wei Lu, Xiangyang Luo

CLEP: A Novel Contrastive Learning Method for Evolutionary Reentrancy Vulnerability Detection

Jie Chen, Liangmin Wang, Huijuan Zhu, Victor S. Sheng

mmFAS: Multimodal Face Anti-Spoofing Using Multi-Level Alignment and Switch-Attention Fusion

Geng Chen, Wuyuan Xie, Di Lin, Ye Liu, Miaohui Wang

SQLFixAgent: Towards Semantic-Accurate Text-to-SQL Parsing via Consistency-Enhanced Multi-Agent Collaboration

Jipeng Cen, Jiaxin Liu, Zhixu Li, Jingjing Wang

Holistic Semantic Representation for Navigational Trajectory Generation

Ji Cao, Tongya Zheng, Qinghong Guo, Yu Wang, Junshu Dai

External Reliable Information-enhanced Multimodal Contrastive Learning for Fake News Detection

Biwei Cao, Qihang Wu, Jiuxin Cao, Bo Liu, Jie Gui

Scalable Surrogate Verification of Image-Based Neural Network Control Systems Using Composition and Unrolling

Feiyang Cai, Chuchu Fan, Stanley Bak

BayesCNS: A Unified Bayesian Approach to Address Cold Start and Non-Stationarity in Search Systems at Scale

Randy Ardywibowo, Rakesh Sunki, Shin Tsz Lucy Kuo, Sankalp Nayak

Real-Time Calibration Model for Low-Cost Sensor in Fine-Grained Time Series

Seokho Ahn, Hyungjin Kim, Sungbok Shin, Young-Duk Seo