AAAI

3D4D: An Interactive, Editable, 4D World Model via 3D Video Generation

Yunhong He, Zhengqing Yuan, Zhengzhong Tu, Yanfang Ye, Lichao Sun

Comments Accepted by AAAI 2026 Demo Track

Empowering DINO Representations for Underwater Instance Segmentation via Aligner and Prompter

Zhiyang Chen, Chen Zhang, Hao Fang, Runmin Cong

Comments AAAI 2026

Adaptive Multi-Agent Response Refinement in Conversational Systems

Soyeong Jeong, Aparna Elangovan, Emine Yilmaz, Oleg Rokhlenko

机构 * KAIST（韩国科学技术院） ； Amazon（亚马逊） ； Collate ； University College London（伦敦大学学院） 纠错

Comments LaCATODA Workshop @ AAAI 2026

Test-time Diverse Reasoning by Riemannian Activation Steering

Ly Tran Ho Khanh, Dongxuan Zhu, Man-Chung Yue, Viet Anh Nguyen

Comments 19 pages, 6 figures. Accepted for publication at AAAI 2026 (40th AAAI Conference on Artificial Intelligence)

ImagebindDC: Compressing Multi-modal Data with Imagebind-based Condensation

Yue Min, Shaobo Wang, Jiaze Li, Tianle Niu, Junxin Fan, Yongliang Miao, Lijin Yang, Linfeng Zhang

机构 * EPIC Lab, SJTU（上海交通大学EPIC实验室） ； Bosch Corporate Research Asia Pacific（博世亚太公司研究部） ； HKUST（香港科技大学） 纠错

Comments AAAI 2026, 18 pages, 6 figures, 6 tables

LayerEdit: Disentangled Multi-Object Editing via Conflict-Aware Multi-Layer Learning

Fengyi Fu, Mengqi Huang, Lei Zhang, Zhendong Mao

机构 * University of Science and Technology of China（中国科学技术大学） 纠错

Comments The 40th Annual AAAI Conference on Artificial Intelligence

Where and What Matters: Sensitivity-Aware Task Vectors for Many-Shot Multimodal In-Context Learning

Ziyu Ma, Chenhui Gou, Yiming Hu, Yong Wang, Xiangxiang Chu, Bohan Zhuang, Jianfei Cai

Comments Accepted by AAAI 2026

Hierarchical Direction Perception via Atomic Dot-Product Operators for Rotation-Invariant Point Clouds Learning

Chenyu Hu, Xiaotong Li, Hao Zhu, Biao Hou

Comments Accepted to AAAI 2026. Code is available at: https://github.com/wxszreal0/DiPVNet

Deep (Predictive) Discounted Counterfactual Regret Minimization

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

Comments Accepted to 40th AAAI Conference on Artificial Intelligence (AAAI 2026)

Online Linear Regression with Paid Stochastic Features

Nadav Merlis, Kyoungseok Jang, Nicolò Cesa-Bianchi

Comments Accepted to AAAI 2026

Radar-APLANC: Unsupervised Radar-based Heartbeat Sensing via Augmented Pseudo-Label and Noise Contrast

Ying Wang, Zhaodong Sun, Xu Cheng, Zuxian He, Xiaobai Li

Comments Accepted by AAAI 2026

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

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

Comments Appears in the 40th AAAI Conference on Artificial Intelligence (AAAI), 2026

NOTAM-Evolve: A Knowledge-Guided Self-Evolving Optimization Framework with LLMs for NOTAM Interpretation

Maoqi Liu, Quan Fang, Yuhao Wu, Can Zhao, Yang Yang, Kaiquan Cai

Comments Accepted to AAAI 2026

Multi-Modal Assistance for Unsupervised Domain Adaptation on Point Cloud 3D Object Detection

Shenao Zhao, Pengpeng Liang, Zhoufan Yang

Comments Accepted to AAAI-26

Laytrol: Preserving Pretrained Knowledge in Layout Control for Multimodal Diffusion Transformers

Sida Huang, Siqi Huang, Ping Luo, Hongyuan Zhang

Comments Accepted by AAAI 2026

Federated CLIP for Resource-Efficient Heterogeneous Medical Image Classification

Yihang Wu, Ahmad Chaddad

Comments Accepted in AAAI 2026 Main track. Code is available at https://github.com/AIPMLab/FedMedCLIP

DynaQuant: Dynamic Mixed-Precision Quantization for Learned Image Compression

Youneng Bao, Yulong Cheng, Yiping Liu, Yichen Yang, Peng Qin, Mu Li, Yongsheng Liang

Comments 13 pages,accepted by AAAI 2026

SparseRM: A Lightweight Preference Modeling with Sparse Autoencoder

Dengcan Liu, Jiahao Li, Zheren Fu, Yi Tu, Jiajun Li, Zhendong Mao, Yongdong Zhang

Comments 15pages,11figures,AAAI-26

LoopLLM: Transferable Energy-Latency Attacks in LLMs via Repetitive Generation

Xingyu Li, Xiaolei Liu, Cheng Liu, Yixiao Xu, Kangyi Ding, Bangzhou Xin, Jia-Li Yin

Comments 14 pages with 7 figures; accepted by the AAAI 2026

MonoCLUE : Object-Aware Clustering Enhances Monocular 3D Object Detection

Sunghun Yang, Minhyeok Lee, Jungho Lee, Sangyoun Lee

Comments Accepted to AAAI 2026

Distributionally Robust Online Markov Game with Linear Function Approximation

Zewu Zheng, Yuanyuan Lin

机构 * Zewu Zheng, Yuanyuan Lin（作者） 纠错

Comments To be published in the Proceedings of AAAI 2026

CloudMamba: Grouped Selective State Spaces for Point Cloud Analysis

Kanglin Qu, Pan Gao, Qun Dai, Zhanzhi Ye, Rui Ye, Yuanhao Sun

Comments Accepted by AAAI '26

Judging by the Rules: Compliance-Aligned Framework for Modern Slavery Statement Monitoring

Wenhao Xu, Akshatha Arodi, Jian-Yun Nie, Arsene Fansi Tchango

Comments To appear at AAAI-26 (Social Impact Track)

Hard vs. Noise: Resolving Hard-Noisy Sample Confusion in Recommender Systems via Large Language Models

Tianrui Song, Wen-Shuo Chao, Hao Liu

Comments Accepted by AAAI 2026

SCOPE: Intrinsic Semantic Space Control for Mitigating Copyright Infringement in LLMs

Zhenliang Zhang, Xinyu Hu, Xiaojun Wan

Comments Accepted by the AAAI 2026 (Main Track)

Adaptive Morph-Patch Transformer for Aortic Vessel Segmentation

Zhenxi Zhang, Fuchen Zheng, Adnan Iltaf, Yifei Han, Zhenyu Cheng, Yue Du, Bin Li, Tianyong Liu, Shoujun Zhou

机构 * SIAT（中国科学院自动化研究所） 纠错

Comments This is the preprint version of a paper accepted by AAAI 2026. The final version will appear in the AAAI Proceedings

SAFENLIDB: A Privacy-Preserving Safety Alignment Framework for LLM-based Natural Language Database Interfaces

Ruiheng Liu, XiaoBing Chen, Jinyu Zhang, Qiongwen Zhang, Yu Zhang, Bailong Yang

Comments AAAI 2026 Extended Version

Active Learning for Animal Re-Identification with Ambiguity-Aware Sampling

Depanshu Sani, Mehar Khurana, Saket Anand

Comments In Proceedings of AAAI Conference on Artificial Intelligence 2026

PRIME: Planning and Retrieval-Integrated Memory for Enhanced Reasoning

Hieu Tran, Zonghai Yao, Nguyen Luong Tran, Zhichao Yang, Feiyun Ouyang, Shuo Han, Razieh Rahimi, Hong Yu

机构 * Center for Healthcare Organization and Implementation Research, VA Bedford Health Care（VA Bedford Health Care 医疗组织与实施研究中心） ； Manning College of Information and Computer Sciences, University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校信息与计算机科学学院） ； Miner School of Computer and Information Sciences, University of Massachusetts Lowell（马萨诸塞大学洛厄尔分校 Miner 信息与计算机科学学院） 纠错

Comments Proceedings of AAAI 2026

RSVG-ZeroOV: Exploring a Training-Free Framework for Zero-Shot Open-Vocabulary Visual Grounding in Remote Sensing Images

Ke Li, Di Wang, Ting Wang, Fuyu Dong, Yiming Zhang, Luyao Zhang, Xiangyu Wang, Shaofeng Li, Quan Wang

Comments This work is accepted by AAAI 2026