AAAI

AMaPO: Adaptive Margin-attached Preference Optimization for Language Model Alignment

Ruibo Deng, Duanyu Feng, Wenqiang Lei

Comments AAAI 2026 AIA oral, our code is available at https://github.com/Shiroha-Offical/AMaPO

Good-for-MDP State Reduction for Stochastic LTL Planning

Christoph Weinhuber, Giuseppe De Giacomo, Yong Li, Sven Schewe, Qiyi Tang

Comments 16 pages including appendices, accepted to AAAI 2026; fixed some typoes

SynWeather: Weather Observation Data Synthesis across Multiple Regions and Variables via a General Diffusion Transformer

Kaiyi Xu, Junchao Gong, Zhiwang Zhou, Zhangrui Li, Yuandong Pu, Yihao Liu, Ben Fei, Fenghua Ling, Wenlong Zhang, Lei Bai

Comments Accepted by AAAI-26 Oral

Model Counting for Dependency Quantified Boolean Formulas

Long-Hin Fung, Che Cheng, Jie-Hong Roland Jiang, Friedrich Slivovsky, Tony Tan

Comments The conference version appears in the Proceedings of AAAI 2026

Measuring Model Performance in the Presence of an Intervention

Winston Chen, Michael W. Sjoding, Jenna Wiens

Comments AAAI 2026

VIR-Bench: Evaluating Geospatial and Temporal Understanding of MLLMs via Travel Video Itinerary Reconstruction

Hao Wang, Eiki Murata, Lingfang Zhang, Ayako Sato, So Fukuda, Ziqi Yin, Wentao Hu, Keisuke Nakao, Yusuke Nakamura, Sebastian Zwirner, Yi-Chia Chen, Hiroyuki Otomo, Hiroki Ouchi, Daisuke Kawahara

机构 * Waseda University（早稻田大学） ； CyberAgent, Inc.（CyberAgent公司） ； AI Shift, Inc.（AI Shift公司） ； Nara Institute of Science and Technology（奈良研究所） 纠错

Comments AAAI 2026

Causality Matters: How Temporal Information Emerges in Video Language Models

Yumeng Shi, Quanyu Long, Yin Wu, Wenya Wang

Comments Accepted to AAAI 2026

SceneJailEval: A Scenario-Adaptive Multi-Dimensional Framework for Jailbreak Evaluation

Lai Jiang, Yuekang Li, Xiaohan Zhang, Youtao Ding, Li Pan

Comments This paper has been accepted by AAAI 2026 as a poster

Streaming Generated Gaussian Process Experts for Online Learning and Control: Extended Version

Zewen Yang, Dongfa Zhang, Xiaobing Dai, Fengyi Yu, Chi Zhang, Bingkun Huang, Hamid Sadeghian, Sami Haddadin

Comments Accepted at AAAI 2026

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

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

Comments Accepted by AAAI-2026

GP-MoLFormer-Sim: Test Time Molecular Optimization through Contextual Similarity Guidance

Jiri Navratil, Jarret Ross, Payel Das, Youssef Mroueh, Samuel C Hoffman, Vijil Chenthamarakshan, Brian Belgodere

机构 * IBM Research（IBM研究院） 纠错

Comments Accepted at AAAI-2026. This is extended version. 10 pages main article, 22 pages total

APVR: Hour-Level Long Video Understanding with Adaptive Pivot Visual Information Retrieval

Hong Gao, Yiming Bao, Xuezhen Tu, Bin Zhong, Linan Yue, Minling Zhang

Comments Accepted by AAAI 2026

Reward Redistribution via Gaussian Process Likelihood Estimation

Minheng Xiao, Xian Yu

机构 * Department of Integrated Systems Engineering, The Ohio State University（整合系统工程系，俄亥俄州立大学） 纠错

Comments Accepted by AAAI-26

SAQ-SAM: Semantically-Aligned Quantization for Segment Anything Model

Jing Zhang, Zhikai Li, Chengzhi Hu, Xuewen Liu, Qingyi Gu

Comments AAAI 2026. Code is available at https://github.com/jingjing0419/SAQ-SAM

Filter, Correlate, Compress: Training-Free Token Reduction for MLLM Acceleration

Yuhang Han, Xuyang Liu, Zihan Zhang, Pengxiang Ding, Junjie Chen, Donglin Wang, Honggang Chen, Qingsen Yan, Siteng Huang

Comments AAAI 2026

Explanation-Preserving Augmentation for Semi-Supervised Graph Representation Learning

Zhuomin Chen, Jingchao Ni, Hojat Allah Salehi, Xu Zheng, Esteban Schafir, Farhad Shirani, Dongsheng Luo

机构 * Florida International University（佛罗里达国际大学） 纠错

Comments Accepted to AAAI 2026. 23 pages, 10 figures, 10 tables

ProFuser: Progressive Fusion of Large Language Models

Tianyuan Shi, Fanqi Wan, Canbin Huang, Xiaojun Quan, Chenliang Li, Ming Yan, Ji Zhang, Minhua Huang, Wu Kai

Comments Accepted to AAAI 2026

Pandora's Box Problem With Time Constraints

Georgios Amanatidis, Ben Berger, Tomer Ezra, Michal Feldman, Federico Fusco, Rebecca Reiffenhäuser, Artem Tsikiridis

Comments This paper unifies and extends preliminary versions that appeared in AAAI 2024 (DOI:10.1609/aaai.v38i18.30015) and WINE 2024 (arXiv:2407.15261v1)

Journal ref Artificial Intelligence, Vol. 349, 104426, 2025

Generalizing Fair Clustering to Multiple Groups: Algorithms and Applications

Diptarka Chakraborty, Kushagra Chatterjee, Debarati Das, Tien-Long Nguyen

Comments Accepted in AAAI 2026 for Oral Representation

Deviation Dynamics in Cardinal Hedonic Games

Valentin Zech, Martin Bullinger

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

VP-Bench: A Comprehensive Benchmark for Visual Prompting in Multimodal Large Language Models

Mingjie Xu, Jinpeng Chen, Yuzhi Zhao, Jason Chun Lok Li, Yue Qiu, Zekang Du, Mengyang Wu, Pingping Zhang, Kun Li, Hongzheng Yang, Wenao Ma, Jiaheng Wei, Qinbin Li, Kangcheng Liu, Wenqiang Lei

Comments This is the extended version of the paper accepted at AAAI 2026, which includes all technical appendices and additional experimental details

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

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

Comments 21pages,12 figures,published to AAAI 2026

Universal Safety Controllers with Learned Prophecies

Bernd Finkbeiner, Niklas Metzger, Satya Prakash Nayak, Anne-Kathrin Schmuck

Comments AAAI 2026

When Genes Speak: A Semantic-Guided Framework for Spatially Resolved Transcriptomics Data Clustering

Jiangkai Long, Yanran Zhu, Chang Tang, Kun Sun, Yuanyuan Liu, Xuesong Yan

Comments AAAI'2026 poster paper. 12 pages, 8 figures

RLSLM: A Hybrid Reinforcement Learning Framework Aligning Rule-Based Social Locomotion Model with Human Social Norms

Yitian Kou, Yihe Gu, Chen Zhou, DanDan Zhu, Shuguang Kuai

Comments AAAI 2026

Improved Differentially Private Algorithms for Rank Aggregation

Quentin Hillebrand, Pasin Manurangsi, Vorapong Suppakitpaisarn, Phanu Vajanopath

Comments To appear in AAAI 2026

AUVIC: Adversarial Unlearning of Visual Concepts for Multi-modal Large Language Models

Haokun Chen, Jianing Li, Yao Zhang, Jinhe Bi, Yan Xia, Jindong Gu, Volker Tresp

Comments AAAI 2026. Code: https://github.com/HaokunChen245/AUVIC

RTGaze: Real-Time 3D-Aware Gaze Redirection from a Single Image

Hengfei Wang, Zhongqun Zhang, Yihua Cheng, Hyung Jin Chang

Comments AAAI 2026

Can You Tell the Difference? Contrastive Explanations for ABox Entailments

Patrick Koopmann, Yasir Mahmood, Axel-Cyrille Ngonga Ngomo, Balram Tiwari

机构 * Knowledge in Artificial Intelligence, Vrije Universiteit Amsterdam, The Netherlands（人工智能知识，荷兰阿姆斯特丹自由大学） ； Data Science Group, Heinz Nixdorf Institute, Paderborn University, Germany（数据科学组，海因茨·尼克斯多夫研究所，帕德博恩大学） 纠错

Comments Technical report to the paper accepted at AAAI-2026

Toward Gaze Target Detection of Young Autistic Children

Shijian Deng, Erin E. Kosloski, Siva Sai Nagender Vasireddy, Jia Li, Randi Sierra Sherwood, Feroz Mohamed Hatha, Siddhi Patel, Pamela R Rollins, Yapeng Tian

Comments AAAI 2026 Artificial Intelligence for Social Impact Track