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AAAI Best Papers

AAAI Conference on Artificial Intelligence

19 papers · 2020–2026

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🏆 2026(7)

Outstanding Paper Award
Model Change for Description Logic Concepts
Ana Ozaki, Jandson S Ribeiro
Logic
Outstanding Paper Award
Causal Structure Learning for Dynamical Systems with Theoretical Score Analysis
Nicholas Tagliapietra, Katharina Ensinger, Christoph Zimmer, Osman Mian
Outstanding Paper Award
ReconVLA: Reconstructive Vision-Language-Action Model as Effective Robot Perceiver
Wenxuan Song, Ziyang Zhou, Han Zhao, Jiayi Chen, Pengxiang Ding, Haodong Yan, Yuxin Huang, Feilong Tang, Donglin Wang, Haoang Li
Vision-LanguageRobotics
Outstanding Paper Award
LLM2CLIP: Powerful Language Model Unlocks Richer Cross-Modality Representation
Weiquan Huang, Aoqi Wu, Yifan Yang, Xufang Luo, Yuqing Yang, Liang Hu, Qi Dai, Chunyu Wang, Xiyang Dai, Dongdong Chen, Chong Luo, Lili Qiu
Language Models
Outstanding Paper Award
High-pass matters: Theoretical insights and sheaflet-based design for hypergraph neural networks
Ming Li, Yujie Fang, Dongrui Shen, Han Feng, Xiaosheng Zhuang, Kelin Xia, Pietro Lio
Outstanding Paper Award
PlantTraitNet: An Uncertainty-Aware Multimodal Framework for Global-Scale Plant Trait Inference from Citizen Science Data
Ayushi Sharma, Johanna Trost, Daniel Lusk, Johannes Dollinger, Julian Schrader, Christian Rossi, Javier Lopatin, Etienne Laliberte, Simon Haberstroh, Jana Eichel, Daniel Mederer, Jose Miguel Cerda-Paredes, Shyam S. Phartyal, Lisa-Maricia Schwarz, Anja Linstadter, Maria Conceicao Caldeira, Teja Kattenborn
ScalabilityMultimodal Learning
Outstanding Paper Award
Generalizable Slum Detection from Satellite Imagery with Mixture-of-Experts
Sumin Lee, Sungwon Park, Jeasurk Yang, Jihee Kim, Meeyoung Cha
Detection

🏆 2025(3)

Outstanding Paper Award
Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection
Hu, Dai, Jiang, Zhou
Neuro-SymbolicReasoning
Outstanding Paper Award
Every Bit Helps: Achieving the Optimal Distortion with a Few Queries
Ebadian, Shah
Social Choice
Outstanding Paper Award
Revelations: A Decidable Class of POMDPs with Omega-Regular Objectives
Belly, Fijalkow, Gimbert, Horn, Perez, Vandenhove
POMDPFormal Methods

🏆 2024(3)

Best Paper Award
Proportional Aggregation of Preferences for Sequential Decision Making
Chandak, Goel & Peters
Decision MakingAggregation
Best Paper Award
Reliable Conflictive Multi-view Learning
Xu et al.
Multi-viewReliability
Best Paper Award
GxVAEs: Two Joint VAEs Generate Hit Molecules from Gene Expression Profiles
Chen Li & Yoshihiro Yamanishi
Generative Models

🏆 2023(1)

Best Paper Award
Misspecification in Inverse Reinforcement Learning
Skalse & Abate
IRLRobustness

🏆 2022(1)

Best Paper Award
Online Certification of Preference-Based Fairness for Personalized Recommender Systems
Do et al.
FairnessRecommender

🏆 2021(3)

Best Paper Award
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
Haoyi Zhou, Shanghang Zhang, Jieqi Peng, Shuai Zhang, Jianxin Li, Hui Xiong, Wancai Zhang
time seriesTransformerforecasting
Best Paper Award
Mitigating Political Bias in Language Models through Reinforced Calibration
Ruibo Liu, Chenyan Jia, Jason W. Wei, Guangxuan Xu, Lili Wang, Soroush Vosoughi
NLPbiasfairnesslanguage models
Best Paper Award
Exploration-Exploitation in Multi-Agent Learning: Catastrophe Theory Meets Game Theory
Stefanos Leonardos & Georgios Piliouras
Multi-Agent SystemsAI AgentsExploration

🏆 2020(1)

Best Paper Award
WINOGRANDE: An Adversarial Winograd Schema Challenge at Scale
Keisuke Sakaguchi, Ronan Le Bras, Chandra Bhagavatula, Yejin Choi
Scalability

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