AAAI 2026

4,920 papers

Steering Visuomotor Policy in Open Worlds via Cross-View Goal Alignment

Shaofei Cai, Zhancun Mu, Anji Liu, Yitao Liang

H-RDT: Human Manipulation Enhanced Bimanual Robotic Manipulation

Hongzhe Bi, Lingxuan Wu, Tianwei Lin, Hengkai Tan, Zhizhong Su

Dexterous Manipulation Transfer via Progressive Kinematic-Dynamic Alignment

Wenbin Bai, Qiyu Chen, Xiangbo Lin, Jw L, Quancheng Li

GRIM: Task-Oriented Grasping with Conditioning on Generative Examples

Shailesh Shailesh, Alok Raj, Nayan Kumar, Priya Shukla, Andrew Melnik

Enhancing the Knowledge Tracing via a Plug-In Guided Diffusion Model

Shuaishuai Zu, Jihao Zhao, Biao Qin

MindSight: A Bio-Inspired Neural Architecture for Visual Restoration via Cortical Electrical Stimulation

Yongjie Zou, Haonan Niu, Bin Zhao, Guoliang Yi, Mengchuanzhi Yang

CAT-Net: A Cross-Attention Tone Network for Cross-Subject EEG-EMG Fusion Tone Decoding

Yifan Zhuang, Calvin Huang, Zepeng Yu, Yongjie Zou, Jiawei Ju

S³: Spiking Neurons as an Isolating Segmenter for Brain Signal Decoding

Qian Zheng, Ming Chen, Sha Zhao, Shi Gu, Peng Lin

TrajEvo: Trajectory Prediction Heuristics Design via LLM-driven Evolution

Zhikai Zhao, Chuanbo Hua, Federico Berto, Kanghoon Lee, Zihan Ma

EEG Agent: A Unified Framework for Automated EEG Analysis Using Large Language Models

Sha Zhao, Mingyi Peng, Haiteng Jiang, Tao Li, Shijian Li

Coverage-Constrained Human-AI Cooperation with Multiple Experts

Zheng Zhang, Cuong C. Nguyen, Kevin Wells, Thanh-Toan Do, David Rosewarne

SPARD: Single-step Inference with Adaptive Sampling in Residual Diffusion for Human Motion Prediction

Yiming Zhang, Baojia Han, Ximing Li, Wei Pang, Fausto Giunchiglia

Single-Stage fMRI-to-3D Reconstruction via Viewpoint-Aware Embedding and Hierarchical Guidance

Xun Zhang, Weihao Xia, Yulong Liu, Bo Yang, Alessandro Bozzon

NeuroBridge: Bio-Inspired Self-Supervised EEG-to-Image Decoding via Cognitive Priors and Bidirectional Semantic Alignment

Wenjiang Zhang, Sifeng Wang, Yuwei Su, Xinyu Li, Chen Zhang

SAMGTD: Spatial-Aware Masked Graph Transformer-Diffusion Model for Enhanced Cell Type Deconvolution in Spatial Transcriptomics

Shilin Zhang, Suixue Wang, Qingchen Zhang, Xiulong Liu

GATCL: An Adaptive Contrastive Learning Framework Based on MHGAT for Spatial Domain Identification in Spatial Transcriptomics

Shilin Zhang, Weiliang Huo, Qingchen Zhang, Xiulong Liu

SEBSFormer: A Spectral-Enhanced Bi-Stream Transformer for Robust EEG Decoding

Lin Zhang, Shikui Tu, Lei Xu

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World

Jiaqi Zhang, Chen Gao, Liyuan Zhang, Quoc Viet Hung Nguyen, Hongzhi Yin

PressTrack-HMR: Pressure-Based Top-Down Multi-Person Global Human Mesh Recovery

Jiayue Yuan, Fangting Xie, Guangwen Ouyang, Changhai Ma, Ziyu Wu

ELSPR: Evaluator LLM Training Data Self-Purification on Non-Transitive Preferences via Tournament Graph Reconstruction

Yan Yu, Yilun Liu, Minggui He, Shimin Tao, Weibin Meng

MF-Speech: Achieving Fine-Grained and Compositional Control in Speech Generation via Factor Disentanglement

Xinyue Yu, Youqing Fang, Pingyu Wu, Guoyang Ye, Wenbo Zhou

2D-CrossScan Mamba: Enhancing State Space Models with Spatially Consistent Multi-Path 2D Information Propagation

Longlong Yu, Wenxi Li, Yaoqi Sun, Hang Xu, Chenggang Yan

TiCAL:Typicality-Based Consistency-Aware Learning for Multimodal Emotion Recognition

Wen Yin, Siyu Zhan, Cencen Liu, Xin Hu, Guiduo Duan

Reconstruction Attack-Resistant Inference Paradigm for LLM Cloud Services

Zipeng Ye, Wenjian Luo, Qi Zhou, Yubo Tang

SUGAR: Learning Skeleton Representation with Visual-Motion Knowledge for Action Recognition

Qilang Ye, Yu Zhou, Lian He, Jie Zhang, Xuanming Guo

Plug-and-Play Clarifier: A Zero-Shot Multimodal Framework for Egocentric Intent Disambiguation

Sicheng Yang, Yukai Huang, Weitong Cai, Shitong Sun, You He

On Coresets for End-to-end Learning from Crowds

Hang Yang, Zhiwu Li, Witold Pedrycz

AR-Nav Benchmark: Augmented Reality Navigation with Vision and Language

Liqi Yan, Yihao Wu, Chenyi Xu, Chao Yang, Jianhui Zhang

CyC3D: Fine-grained Controllable 3D Generation via Cycle Consistency Regularization

Hongbin Xu, Chaohui Yu, Feng Xiao, Jiazheng Xing, Hai Ci

Point Cloud Quality Assessment via Multi-View Structure-Aware Feature Fusion

Jian Xiong, Lingxia Jiang, Xianzhong Long, Miaohui Wang, Hao Gao

Automated Human Strategic Behavior Modeling via Large Language Models

Xiaohan Xie, Haoran Yu, Biying Shou, Jianwei Huang

Multigranular Evaluation for Brain Visual Decoding

Weihao Xia, Cengiz Oztireli

Shrinking the Teacher: An Adaptive Teaching Paradigm for Asymmetric EEG-Vision Alignment

Lukun Wu, Jie Li, Ziqi Ren, Kaifan Zhang, Xinbo Gao

State Mamba: Spatiotemporal EEG State-Space Model with Dynamic Brain Alignment for Cross-Subject Representation

Weining Weng, Yang Gu, Yuan Ma, Yuchen Liu, Yingwei Zhang

F.A.C.U.L.: Language-Based Interaction with AI Companions in Gaming

Wenya Wei, Sipeng Yang, Qixian Zhou, Ruochen Liu, Xuelei Zhang

What-Meets-Where: Unified Learning of Action and Contact Localization in Images

Yuxiao Wang, Yu Lei, Wolin Liang, Weiying Xue, Zhenao Wei

QueryCraft: Transformer-Guided Query Initialization for Enhanced Human-Object Interaction Detection

Yuxiao Wang, Wolin Liang, Yu Lei, Weiying Xue, Nan Zhuang

Reasoning Shapes Alignment: Investigating Cultural Alignment in Large Reasoning Models with Cultural Norms

Yuhang Wang, Yanxu Zhu, Jitao Sang

BraSTORM: A Dual-Branch Self-Supervised Framework for EEG Representation Learning via Input-Level Spatio-Temporal Decomposition

Yifan Wang, Der-Horng Lee, Bruce X.B. Yu

A Brain-Inspired Saliency Prediction Framework for Human-AI Cognitive Consistency in AIGC Content via Multi-Region Liquid Neurons

Shibo Wang, Yan Zhao, Shigang Wang, Jian Wei, Shuo Li

New Synthetic Goldmine: Hand Joint Angle-Driven EMG Data Generation Framework for Micro-Gesture Recognition

Nana Wang, Suli Wang, Gen Li, Pengfei Ren, Hao Su

Perceive More with Less: LiDAR Point Cloud Compression at Just Recognizable Distortion for 3D Scene Understanding

Miaohui Wang, Runnan Huang, Taojun Liu, Shuyuan Lin, Ye Liu

Emotion-Conditioned Motion Sub-spaces with Flow Matching for Real-Time Audio-Driven Talking Heads

Haoyu Wang, Xiaozhe Xin, Xiaoyu Qin, Meiguang Jin, Junfeng Ma

Inferring Implicit Goals Across Differing Task Models

Silvia Tulli, Stylianos Loukas Vasileiou, Mohamed CHETOUANI, Sarath Sreedharan

Consensus-Driven Multi-Agent Cognitive Reasoning for Enhancing the Emotional Intelligence of Large Language Models

Geng Tu, Dingming Li, Jun Huang, Ruifeng Xu

AutoGameUI: Constructing High-Fidelity GameUI via Multimodal Correspondence Matching

Zhongliang Tang, Qingrong Cheng, Mengchen Tan, Yongxiang Zhang, Fei Xia

EEG-DLite: Dataset Distillation for Efficient Large EEG Model Training

Yuting Tang, Weibang Jiang, Shanglin Li, Yong Li, Chenyu Liu

Human-Centric Open-Future Task Discovery: Formulation, Benchmark, and Scalable Tree-Based Search

Zijian Song, Xiaoxin Lin, Tao Pu, Zhenlong Yuan, Guangrun Wang

Reducing Goal State Divergence with Environment Design

Kelsey Sikes, Sarah Keren, Sarath Sreedharan

PINet: Improving the Stability of Prototype Networks via Phantasia-Inspired Uncertain Representations

Ho Kyung Shin, Soeun Bae, Sang Min Kim, Byoung Chul Ko, Woo-Jeoung Nam

Treatment Stitching with Schrödinger Bridge for Enhancing Offline Reinforcement Learning in Adaptive Treatment Strategies

Dong-Hee Shin, Deok-Joong Lee, Young-Han Son, Tae-Eui Kam

Simulating Human-Like Counseling: A Path- and Scenario-Guided Framework for Psychological Support Dialogue

Yuanchen Shi, Longyin Zhang, Maodong Li, Yibin Zheng, Xiuhong Wang

TuningIQA: Fine-Grained Blind Image Quality Assessment for Livestreaming Camera Tuning

Xiangfei Sheng, Zhichao Duan, Xiaofeng Pan, Yipo Huang, Zhichao Yang

Towards Reinforcement Learning from Neural Feedback: Mapping fNIRS Signals to Agent Performance

Julia Santaniello, Matthew Russell, Benson Jiang, Donatello Sassaroli, Robert Jacob

Inferring Heterogeneous Private Valuations from Offline Market Data via Entropic Risk-Sensitive Utility Maximization

Xingyu Qian, Haoran Yu

Human Cognitive Biases in Explanation-based Interaction: The Case of Within and Between Session Order Effect

Dario Pesenti, Alessandro Bogani, Katya Tentori, Stefano Teso

BiO-HMC: Dynamic Human-Machine Collaboration for Consensus Decision-Making via Bilevel Optimization

Yinghui Pan, Shuaijie Zhao, Shenbao Yu, Zongyang Liu, Yifeng Zeng

FGD-Align: Pluralistic Alignment for Large Language Models via Fuzzy Group Decision-Making

Weihang Pan, Zhengxu Yu, Yong Wu, Xun Liang, Zhongming Jin

TRIPLE: Theory-Driven Integration of Planned and Habitual Behaviors for LLM-based Personalization

Taehyung Noh, Seungwan Jin, Haein Yeo, Kyungsik Han

BrainHGT: A Hierarchical Graph Transformer for Interpretable Brain Network Analysis

Jiajun Ma, Yongchao Zhang, Chao Zhang, Zhao Lv, Shengbing Pei

UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning

Zhengxi Lu, Yuxiang Chai, Yaxuan Guo, Xi Yin, Liang Liu

Gracefully Air-Written: Enhancing the Legibility and Style Consistency of In-Air Handwriting

Yu Liu, Cunrui Wang, Lin Feng, Jianxin Zhang, Bo Lu

MindCross: Fast New Subject Adaptation with Limited Data for Cross-subject Video Reconstruction from Brain Signals

Xuan-Hao Liu, Yan-Kai Liu, Tianyi Zhou, Bao-Liang Lu, Wei-Long Zheng

Leveraging Visual Blur Perception Characteristics for EEG Decoding

Wenchao Liu, Hongwei Li, Zhouyang Xu, Lin Ma, Haifeng Li

Do Large Language Models Reason About Uncertainty Like Humans? A Benchmark on Hurricane Forecast Visualization Comprehension

Le Liu, Yuhao Wang, Bohan Shen, Wei Zeng, Shizhou Zhang

Bridging Cognitive Gap: Hierarchical Description Learning for Artistic Image Aesthetics Assessment

Henglin Liu, Nisha Huang, Chang Liu, Jiangpeng Yan, Huijuan Huang

GigaMoE: Sparsity-Guided Mixture of Experts for Efficient Gigapixel Object Detection

Xiang Li, Wenxi Li, Yuetong Wang, Chenyang Lyu, Haozhe Lin

Belief-Driven Value Alignment for Human-Robot Collaboration

Saisai Li, Bing Shi, Yiming Xia, Xiao Su

ViTE: Virtual Graph Trajectory Expert Router for Pedestrian Trajectory Prediction

Ruochen Li, Zhanxing Zhu, Tanqiu Qiao, Hubert P. H. Shum

ESCA: An Emotional Support Conversation Agent for Enhancing Reasonable Strategy Planning and Effective Expression

Jing Li, Yanxin Luo, Donghong Han, Yimeng Zhan, Xiaoming Fu

Mitigating Length Bias in RLHF Through a Causal Lens

Hyeonji Kim, Sujeong Oh, Sanghack Lee

Whole-Field Action Sensing via Wearable Single-Channel EMG Sensors and Resource-Efficient Motion Network

Xuanming Jiang, Dingyu Nie, Baoyi An, Yuzhe Zheng, Yichuan Mao

SSL-CST: Cell Segmentation for Single-Cell Spatial Transcriptome Based on Self-Supervised Learning

Weiliang Huo, Shilin Zhang, Suixue Wang, Qingchen Zhang

Graph Neural Field with Spatial-Correlation Augmentation for HRTF Personalization

De Hu, Junsheng Hu, Cuicui Jiang

Alfa: Attentive Low-Rank Filter Adaptation for Structure-Aware Cross-Domain Personalized Gaze Estimation

He-Yen Hsieh, Wei-Te Mark Ting, H. T. Kung

Can Humans Teach Machines to Code?

Céline Hocquette, Johannes Langer, Andrew Cropper, Ute Schmid

Cross-modal Prompting for Balanced Incomplete Multi-modal Emotion Recognition

Wen-Jue He, Xiaofeng Zhu, Zheng Zhang

ParetoHqD: Fast Offline Multiobjective Alignment of Large Language Models Using Pareto High-Quality Data

Haoran Gu, Handing Wang, Yi Mei, Mengjie Zhang, Yaochu Jin

Too Sure for Our Own Good: A User Study on AI Confidence and Human Reliance

Caterina Fregosi, Lucia Vicente, Andrea Campagner, Federico Cabitza

Intention-Guided Cognitive Reasoning for Egocentric Long-Term Action Anticipation

Qiaohui Chu, Haoyu Zhang, Meng Liu, Yisen Feng, Haoxiang Shi

EMOD: A Unified EEG Emotion Representation Framework Leveraging V-A Guided Contrastive Learning

Yuning Chen, Sha Zhao, Shijian Li, Gang Pan

D-GARA: A Dynamic Benchmarking Framework for GUI Agent Robustness in Real-World Anomalies

Sen Chen, Tong Zhao, Yi Bin, Fei Ma, Wenqi Shao

GazeInterpreter: Parsing Eye Gaze to Generate Eye-Body-Coordinated Narrations

Qing Chang, Zhiming Hu

Attribution Analysis-based Concept Alignment: A Human-in-the-loop Data Debugging Framework

Lei Chai, Lu Qi, Hailong Sun, Jing Zhang, Jingxuan Xu

Counterfactual eXplainable AI (XAI) Method for Deep Learning-Based Multivariate Time Series Classification

Alan Gabriel Paredes Cetina, Kaouther Benguessoum, Raoni Lourenco, Sylvain Kubler

Spontaneous Yet Predictable: Shapelet-Driven, Channel-Aware Intention Decoding from Multi-Region ECoG

Keren Cao, Yuhang Tian, Kaizhong Zheng, Wei Xi, Xinjian Li

HuiduRep: A Robust Self-Supervised Framework for Learning Neural Representations from Extracellular Recordings

Feng Cao, Zishuo Feng, Jicong Zhang, Wei Shi

EPIC: Explanation of Pretrained Image Classification Networks via Prototypes

Piotr Borycki, Magdalena Trędowicz, Szymon Janusz, Jacek Tabor, Przemysław Spurek

Explaining Decentralized Multi-Agent Reinforcement Learning Policies

Kayla Boggess, Sarit Kraus, Lu Feng

Who Is Helping Whom? Analyzing Inter-Dependencies to Evaluate Cooperation in Human-AI Teaming

Upasana Biswas, Vardhan Palod, Siddhant Bhambri, Subbarao Kambhampati

Align When They Want, Complement When They Need! Human-Centered Ensembles for Adaptive Human-AI Collaboration

Hasan Amin, Ming Yin, Rajiv Khanna

Hide and Seek with LLMs: An Adversarial Game for Sneaky Error Generation and Self-Improving Diagnosis

Rui Zou, Mengqi Wei, Yutao Zhu, Jirong Wen, Xin Zhao

Faster Game Solving via Hyperparameter Schedules

Naifeng Zhang, Stephen Marcus McAleer, Tuomas Sandholm

Deviation Dynamics in Cardinal Hedonic Games

Valentin Zech, Martin Bullinger

Pacing Equilibria in Second-Price Auctions with Few Buyers

Yonglei Yan, Zihe Wang, Zhengyang Liu

Inequality in the Age of Pseudonymity

Aviv Yaish, Nir Chemaya, Dahlia Malkhi, Lin William Cong

Deep (Predictive) Discounted Counterfactual Regret Minimization

Hang Xu, Kai Li, Haobo Fu, Qiang Fu, Junliang Xing

How Hard Is It to Rig a Tournament When Few Players Can Beat or Be Beaten by the Favorite?

Zhonghao Wang, Junqiang Peng, Yuxi Liu, Mingyu Xiao

Online Fair Allocations with Binary Valuations and Beyond

Yuanyuan Wang, Tianze Wei

Centralized Group Equitability and Individual Envy-Freeness in the Allocation of Indivisible Items

Ying Wang, Jiaqian Li, Tianze Wei, Hau Chan, Minming Li