AAAI

EPSegFZ: Efficient Point Cloud Semantic Segmentation for Few- and Zero-Shot Scenarios with Language Guidance

Jiahui Wang, Haiyue Zhu, Haoren Guo, Abdullah Al Mamun, Cheng Xiang, Tong Heng Lee

Comments AAAI 2026

AnchorDS: Anchoring Dynamic Sources for Semantically Consistent Text-to-3D Generation

Jiayin Zhu, Linlin Yang, Yicong Li, Angela Yao

Comments Accepted by AAAI 2026. Project page: https://jyzhu.top/AnchorDS_Webpage/

Stratified Knowledge-Density Super-Network for Scalable Vision Transformers

Longhua Li, Lei Qi, Xin Geng

Comments Accepted by AAAI 2026

Journal ref Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2026

Learning with Preserving for Continual Multitask Learning

Hanchen David Wang, Siwoo Bae, Zirong Chen, Meiyi Ma

机构 * Vanderbilt University（范德比大学） 纠错

Comments 25 pages, 16 figures, accepted at AAAI-2026

On the Probabilistic Learnability of Compact Neural Network Preimage Bounds

Luca Marzari, Manuele Bicego, Ferdinando Cicalese, Alessandro Farinelli

Comments Accepted at the 40th Annual AAAI Conference on Artificial Intelligence 2026

GenePheno: Interpretable Gene Knockout-Induced Phenotype Abnormality Prediction from Gene Sequences

Jingquan Yan, Yuwei Miao, Lei Yu, Yuzhi Guo, Xue Xiao, Lin Xu, Junzhou Huang

Comments AAAI 2026 Oral

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