Important Dates
Final version upload due:January 20, 2026
Best Paper Award
Among the accepted papers, two will be selected for the Best Paper Award and will be recognized at the workshop.
Paper Revision Information
Please use the template provided by AAAI 2026: AAAI 2026 PAPER TYPES AND FORMATS.
Final version papers should be uploaded through OpenView: Submission2NeusymBridge@AAAI2026.
The List of Accepted Papers
| ID | Title | Authors |
|---|---|---|
| 2 | Stabilizing Reinforcement Learning for Honesty Alignment in Language Models on Deductive Reasoning | Jiarui Liu, Kaustubh Dhole, Yingheng Wang, Haoyang Wen, Sarah Zhang, Haitao Mao, Gaotang Li, Neeraj Varshney, Jingguo Liu, Xiaoman Pan |
| 12 | GeoSteer: Faithful Chain-of-Thought Steering via Latent Manifold Gradients | Kentaro Kazama, Daiki Shirafuji, Tatsuhiko Saito |
| 13 | N2N-GQA: Noise-to-Narrative for Graph-based Table-Text Question Answering using LLMs | Aravindh Annamalai |
| 22 | Neurosymbolic LoRA: Why and When to Tune Weights vs. Rewrite Prompts | Kevin Wang, Neel P. Bhatt, Cong Liu, Junbo Li, Runjin Chen, Yihan Xi, Timothy Barclay, Alvaro Velasquez, ufuk topcu, Zhangyang Wang |
| 23 | Improving Symbolic Translation of Language Models for Logical Reasoning | Ramya Keerthy Thatikonda, Jiuzhou Han, Wray Buntine, Ehsan Shareghi |
| 26 | The Inside of Reasoning: Uncovering Algebraic Structure in Bilinear MLPs | Kaustubh Sharma, Aditya Chauhan |
| 28 | On the Limitations of Rank-One Model Editing for Multi-Hop Reasoning in Transformers | Zhiyuan He, Binghan Chen, Tianxiang Xiong, Ziyang Sun, Mozhao Zhu, Xi Chen |
| 30 | Achieving Near-Specialist Performance with Vision-Language-Action Generalist Models Using a Novel Neuro-symbolic Task Configuration Framework | Anindya Jana, Snehasis Banerjee, Arup Kumar Sadhu, Ranjan Dasgupta |
| 31 | Gist Meets Graph: A Dual-Trace Neuro-Symbolic Reasoner for Knowledge Graph Question Answering | Md Muntaqim Meherab |
| 37 | GamiBench: Evaluating Spatial Reasoning and 2D-to-3D Planning Capabilities of MLLMs with Origami Folding Tasks | Ryan Spencer, Roey Yaari, Ritvik Vemavarapu, Joyce Yang, Steven Ngo, Utkarsh Sharma |
| 38 | From Sentences to Proof Trees: Leveraging Language Models for Structured Reasoning | Aayushee Gupta, G. Srinivasaraghavan |
| 39 | Do Reasoning Models Ask Better Questions? A Formal Information-Theoretic Analysis on Multi-Turn LLM Games | Daniel Machado Pedrozo, Telma Woerle de Lima Soares, Bryan Lincoln Marques de Oliveira |
| 40 | Tri-CoT: Multi-Perspective Chain-of-Thought for Implicit Hate Speech Detection | Yucheng Lin, Jiaojiao Jiang |
| 41 | ConceptGuard: Neuro-Symbolic Safety Guardrails via Sparse Interpretable Jailbreak Concepts | Darpan Aswal, Celine Hudelot |
| 43 | Learning to Compose Symbolic Jazz | Arthur Wayne, Jonathan Bachrach |