AAAI

Scalable Vision-Guided Crop Yield Estimation

Harrison H. Li, Medhanie Irgau, Nabil Janmohamed, Karen Solveig Rieckmann, David B. Lobell

Comments Accepted as a conference paper at AAAI 2026 (oral presentation). This is the extended version, including the technical appendix

Fine-Tuned LLMs Know They Don't Know: A Parameter-Efficient Approach to Recovering Honesty

Zeyu Shi, Ziming Wang, Tianyu Chen, Shiqi Gao, Haoyi Zhou, Qingyun Sun, Jianxin Li

Comments Accepted by AAAI 2026 Main Track

Learning Branching Policies for MILPs with Proximal Policy Optimization

Abdelouahed Ben Mhamed, Assia Kamal-Idrissi, Amal El Fallah Seghrouchni

Comments 11 pages, 3 figures, AAAI conference

Semi-Supervised High Dynamic Range Image Reconstructing via Bi-Level Uncertain Area Masking

Wei Jiang, Jiahao Cui, Yizheng Wu, Zhan Peng, Zhiyu Pan, Zhiguo Cao

机构 * \equalcontrib（共同贡献者） 纠错

Comments 9 pages, 5 figures, accepted to AAAI 2026 (poster)

Tokenize Once, Recommend Anywhere: Unified Item Tokenization for Multi-domain LLM-based Recommendation

Yu Hou, Won-Yong Shin

Comments 20 pages, 8 figures, 9 tables; Annual AAAI Conference on Artificial Intelligence (AAAI-26) (to appear) (Please cite our conference version.)

Explore How to Inject Beneficial Noise in MLLMs

Ruishu Zhu, Sida Huang, Ziheng Jiao, Hongyuan Zhang

Comments Accepted by AAAI 2026

CASL: Curvature-Augmented Self-supervised Learning for 3D Anomaly Detection

Yaohua Zha, Xue Yuerong, Chunlin Fan, Yuansong Wang, Tao Dai, Ke Chen, Shu-Tao Xia

Comments Accepted to AAAI 2026

On the Information Processing of One-Dimensional Wasserstein Distances with Finite Samples

Cheongjae Jang, Jonghyun Won, Soyeon Jun, Chun Kee Chung, Keehyoung Joo, Yung-Kyun Noh

Comments Extended version of paper accepted to AAAI 2026. 18 pages, 12 figures

Connectivity-Guided Sparsification of 2-FWL GNNs: Preserving Full Expressivity with Improved Efficiency

Rongqin Chen, Fan Mo, Pak Lon Ip, Shenghui Zhang, Dan Wu, Ye Li, Leong Hou U

Comments Accepted by AAAI 2026

Catastrophic Forgetting in Kolmogorov-Arnold Networks

Mohammad Marufur Rahman, Guanchu Wang, Kaixiong Zhou, Minghan Chen, Fan Yang

Comments 14 pages, 5 figures, accepted in the main technical track of AAAI 2026

Lightweight Optimal-Transport Harmonization on Edge Devices

Maria Larchenko, Dmitry Guskov, Alexander Lobashev, Georgy Derevyanko

Comments AAAI 2026, Oral

Stabilizing Self-Consuming Diffusion Models with Latent Space Filtering

Zhongteng Cai, Yaxuan Wang, Yang Liu, Xueru Zhang

Comments Accepted by AAAI-26

Oxytrees: Model Trees for Bipartite Learning

Pedro Ilídio, Felipe Kenji Nakano, Alireza Gharahighehi, Robbe D'hondt, Ricardo Cerri, Celine Vens

Comments 7 pages, 6 figures, AAAI Conference on Artificial Intelligence 2026

SEMC: Structure-Enhanced Mixture-of-Experts Contrastive Learning for Ultrasound Standard Plane Recognition

Qing Cai, Guihao Yan, Fan Zhang, Cheng Zhang, Zhi Liu

Comments Accepted by AAAI 2026

Center-Outward q-Dominance: A Sample-Computable Proxy for Strong Stochastic Dominance in Multi-Objective Optimisation

Robin van der Laag, Hao Wang, Thomas Bäck, Yingjie Fan

Comments Extended version including appendix of a paper accepted at AAAI-26 main technical track (to appear)

ReaSon: Reinforced Causal Search with Information Bottleneck for Video Understanding

Yuan Zhou, Litao Hua, Shilong Jin, Wentao Huang, Haoran Duan

Comments Accepted to AAAI 2026. Code is available at: https://github.com/robin-hlt/AAAI26-ReaSon

MdaIF: Robust One-Stop Multi-Degradation-Aware Image Fusion with Language-Driven Semantics

Jing Li, Yifan Wang, Jiafeng Yan, Renlong Zhang, Bin Yang

Comments 10 pages, 7 figures. Accepted by AAAI 2026

Perturbing Best Responses in Zero-Sum Games

Adam Dziwoki, Rostislav Horcik

Comments Accepted to AAAI 2026

TAdaRAG: Task Adaptive Retrieval-Augmented Generation via On-the-Fly Knowledge Graph Construction

Jie Zhang, Bo Tang, Wanzi Shao, Wenqiang Wei, Jihao Zhao, Jianqing Zhu, Zhiyu li, Wen Xi, Zehao Lin, Feiyu Xiong, Yanchao Tan

Comments Accepted by AAAI 2026

Task-Aware Retrieval Augmentation for Dynamic Recommendation

Zhen Tao, Xinke Jiang, Qingshuai Feng, Haoyu Zhang, Lun Du, Yuchen Fang, Hao Miao, Bangquan Xie, Qingqiang Sun

Comments AAAI 2026

ARCHE: A Novel Task to Evaluate LLMs on Latent Reasoning Chain Extraction

Pengze Li, Jiaqi Liu, Junchi Yu, Lihao Liu, Mingyu Ding, Wanli Ouyang, Shixiang Tang, Xi Chen

Comments Accepted to AAAI 2026

Assessing LLMs for Serendipity Discovery in Knowledge Graphs: A Case for Drug Repurposing

Mengying Wang, Chenhui Ma, Ao Jiao, Tuo Liang, Pengjun Lu, Shrinidhi Hegde, Yu Yin, Evren Gurkan-Cavusoglu, Yinghui Wu

Comments The 40th AAAI Conference on Artificial Intelligence (AAAI-26)

Probing Preference Representations: A Multi-Dimensional Evaluation and Analysis Method for Reward Models

Chenglong Wang, Yifu Huo, Yang Gan, Yongyu Mu, Qiaozhi He, Murun Yang, Bei Li, Chunliang Zhang, Tongran Liu, Anxiang Ma, Zhengtao Yu, Jingbo Zhu, Tong Xiao

机构 * School of Computer Science and Engineering, Northeastern University（东北大学计算机科学与工程学院） ； Meituan Inc.（美团公司） ； NiuTrans Research（牛译研所） ； CAS Key Laboratory of Behavioral Science, Institute of Psychology, CAS（中国科学院行为科学重点实验室） ； Kunming University of Science and Technology（昆明理工大学） 纠错

Comments Accepted by AAAI 2026

Personality-guided Public-Private Domain Disentangled Hypergraph-Former Network for Multimodal Depression Detection

Changzeng Fu, Shiwen Zhao, Yunze Zhang, Zhongquan Jian, Shiqi Zhao, Chaoran Liu

Comments AAAI 2026 accepted

Global-Lens Transformers: Adaptive Token Mixing for Dynamic Link Prediction

Tao Zou, Chengfeng Wu, Tianxi Liao, Junchen Ye, Bowen Du

Comments Accepted by AAAI 2026

Text-Guided Channel Perturbation and Pretrained Knowledge Integration for Unified Multi-Modality Image Fusion

Xilai Li, Xiaosong Li, Weijun Jiang

机构 * Xilai Li, Xiaosong Li, Weijun Jiang（作者） 纠错

Comments Accepted at AAAI 2026

GRAPHTEXTACK: A Realistic Black-Box Node Injection Attack on LLM-Enhanced GNNs

Jiaji Ma, Puja Trivedi, Danai Koutra

Comments AAAI 2026

More Than Irrational: Modeling Belief-Biased Agents

Yifan Zhu, Sammie Katt, Samuel Kaski

Comments 13 pages, 8 figures. Accepted at the 40th Annual AAAI Conference on Artificial Intelligence (AAAI 2026)

Learning Time in Static Classifiers

Xi Ding, Lei Wang, Piotr Koniusz, Yongsheng Gao

Comments Accepted at the Fortieth AAAI Conference on Artificial Intelligence (AAAI 2026)

LiDAR-GS++:Improving LiDAR Gaussian Reconstruction via Diffusion Priors

Qifeng Chen, Jiarun Liu, Rengan Xie, Tao Tang, Sicong Du, Yiru Zhao, Yuchi Huo, Sheng Yang

Comments Accepted by AAAI-26