Preprints
Game-theoretic LLM: Agent Workflow for Negotiation Games Wenyue Hua, Ollie Liu, Lingyao Li, Alfonso Amayuelas, Julie Chen, Lucas Jiang, Mingyu Jin, Lizhou Fan, Fei Sun, William Wang, Xintong Wang, Yongfeng Zhang (Paper)
Grounding LLM Reasoning with Knowledge Graphs Alfonso Amayuelas, Joy Sain, Simerjot Kaur, Charese Smiley (Paper)
Self-Resource Allocation in Multi-Agent LLM Systems Alfonso Amayuelas, Jingbo Yang, Saaket Agashe, Ashwin Nagarajan, Antonis Antoniades, Xin Eric Wang, William Wang (Paper)
Agents of Change: Self-Evolving LLM Agents for Strategic Planning Nikolas Belle, Dakota Barnes, Alfonso Amayuelas, Ivan Bercovich, Xin Eric Wang, William Wang (Paper)
Kaleidoscope: In-language Exams for Massively Multilingual Vision Evaluation Israfel Salazar, Manuel Fernández Burda, Shayekh Bin Islam, Arshia Soltani Moakhar, Shivalika Singh, Fabian Farestam, Angelika Romanou, Danylo Boiko, Dipika Khullar, Mike Zhang, Dominik Krzemiński, Jekaterina Novikova, Luísa Shimabucoro, Joseph Marvin Imperial, Rishabh Maheshwary, Sharad Duwal, Alfonso Amayuelas, Swati Rajwal, Jebish Purbey, Ahmed Ruby, Nicholas Popovič, Marek Suppa, Azmine Toushik Wasi, Ram Mohan Rao Kadiyala, Olga Tsymboi, Maksim Kostritsya, Bardia Soltani Moakhar, Gabriel da Costa Merlin, Otávio Ferracioli Coletti, Maral Jabbari Shiviari, MohammadAmin farahani fard, Silvia Fernandez, María Grandury, Dmitry Abulkhanov, Drishti Sharma, Andre Guarnier De Mitri, Leticia Bossatto Marchezi, Setayesh Heydari, Johan Obando-Ceron, Nazar Kohut, Beyza Ermis, Desmond Elliott, Enzo Ferrante, Sara Hooker, Marzieh Fadaee (Paper)
LeMat-Synth: a multi-modal toolbox to curate broad synthesis procedure databases from scientific literature Magdalena Lederbauer, Siddharth Betala, Xiyao Li, Ayush Jain, Amine Sehaba, Georgia Channing, Grégoire Germain, Anamaria Leonescu, Faris Flaifil, Alfonso Amayuelas, Alexandre Nozadze, Stefan P. Schmid, Mohd Zaki, Sudheesh Kumar Ethirajan, Elton Pan, Mathilde Franckel, Alexandre Duval, N. M. Anoop Krishnan, Samuel P. Gleason (Paper)
2025
DistiLRR: Transferring Code Repair for Low-Resource Programming Languages Kyle Wong, Alfonso Amayuelas, Liangming Pan, William Yang Wang Findings of the North American Chapter of the Association for Computational Linguistics, 2025 (NAACL 2025) (Paper)
Generalization vs Memorization: Tracing Language Models’ Capabilities Back to Pretraining Data Xinyi Wang, Antonis Antoniades, Yanai Elazar, Alfonso Amayuelas, Alon Albalak, Kexun Zhang, William Yang Wang International Conference on Learning Representations 2025 (ICLR 2025) (Paper)
INCLUDE: Evaluating Multilingual Language Understanding with Regional Knowledge Angelika Romanou, Negar Foroutan, Anna Sotnikova, Zeming Chen, Sree Harsha Nelaturu, Shivalika Singh, Rishabh Maheshwary, Micol Altomare, Mohamed A. Haggag, Snegha A, Alfonso Amayuelas, Azril Hafizi Amirudin, Viraat Aryabumi, Danylo Boiko, Michael Chang, Jenny Chim, Gal Cohen, Aditya Kumar Dalmia, Abraham Diress, Sharad Duwal, Daniil Dzenhaliou, Daniel Fernando Erazo Florez, Fabian Farestam, Joseph Marvin Imperial, Shayekh Bin Islam, Perttu Isotalo, Maral Jabbarishiviari, Börje F. Karlsson, Eldar Khalilov, Christopher Klamm, Fajri Koto, Dominik Krzemiński, Gabriel Adriano de Melo, Syrielle Montariol, Yiyang Nan, Joel Niklaus, Jekaterina Novikova, Johan Samir Obando Ceron, Debjit Paul, Esther Ploeger, Jebish Purbey, Swati Rajwal, Selvan Sunitha Ravi, Sara Rydell, Roshan Santhosh, Drishti Sharma, Marjana Prifti Skenduli, Arshia Soltani Moakhar, Bardia Soltani Moakhar, Ran Tamir, Ayush Kumar Tarun, Azmine Toushik Wasi, Thenuka Ovin Weerasinghe, Serhan Yilmaz, Mike Zhang, Imanol Schlag, Marzieh Fadaee, Sara Hooker, Antoine Bosselut International Conference on Learning Representations 2025 (ICLR 2025) (Paper)
DebUnc: Mitigating Hallucinations in Large Language Model Agent Communication with Uncertainty Estimations Luke Yoffe, Alfonso Amayuelas, William Yang Wang Findings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025) (Paper)
2024
MultiAgent Collaboration Attack: Investigating Adversarial Attacks in Large Language Model Collaborations via Debate Alfonso Amayuelas, Xianjun Yang, Antonis Antoniades, Wenyue Hua, Liangming Pan, William Wang Findings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024) (Paper)
Understanding the Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation Xinyi Wang, Alfonso Amayuelas, Kexun Zhang, Liangming Pan, Wenhu Chen, William Yang Wang Proceedings of the 41st International Conference on Machine Learning (ICML 2024) (Paper)
Knowledge of Knowledge: Exploring Known-Unknowns Uncertainty with Large Language Models Alfonso Amayuelas, Kyle Wong, Liangming Pan, Wenhu Chen, William Wang Findings of the Association for Computational Linguistics, 2024 (ACL 2024) (Paper) (Code) (Data)
2022
- Neural Methods for Logical Reasoning over Knowledge Graphs Alfonso Amayuelas, Shuai Zhang, Susie Xi Rao, Ce Zhang International Conference on Learning Representations 2022 (ICLR 2022) (Paper) (Slides) (Code)
2021
- The importance of modeling data missingness in algorithmic fairness: A causal perspective Naman Goel, Alfonso Amayuelas, Amit Deshpande, Amit Sharma Proceedings of the AAAI Conference on Artificial Intelligence, 35(9), 7564-7573, 2021 (AAAI 2021) (Paper)