Publications
Sampling More, Getting Less: Calibration is the Diversity Bottleneck in LLMs
A. Banayeeanzade*, Q. Yang*, D. Tarsadiya, F. Bahrani, L. Blas, A. Samuel, R. Jia, M. Razaviyayn, S. P. Karimireddy
arXiv 2026
EPSVec: Efficient and Private Synthetic Data Generation via Dataset Vectors
A. Banayeeanzade*, Q. Yang*, D. Fu, S. Hong, E. Babinsky, A. Samuel, A. Kumar, R. Jia, S. P. Karimireddy
ICML 2026
Sparks of Rationality: Do Reasoning LLMs Align with Human Judgment and Choice?
A. N. Tak*, A. Banayeeanzade*, A. Bolourani*, F. Bahrani, A. Chaubey, S. P. Karimireddy, N. Schwarz, J. Gratch
ICLR 2026 Workshop on Representational Alignment
Psychological Steering in LLMs: An Evaluation of Effectiveness and Trustworthiness
A. Banayeeanzade*, A. N. Tak*, F. Bahrani, A. Bolourani, L. Blas, E. Ferrara, J. Gratch, S. P. Karimireddy
ACL 2026
Mechanistic Interpretability of Emotion Inference in Large Language Models
A. N. Tak*, A. Banayeeanzade*, A. Bolourani, M. Kian, R. Jia, J. Gratch
ACL 2025
Contextleak: Auditing leakage in private in-context learning methods
J. Choi, S. Cao, X. Dong, A. Banayeeanzade, W. B. Zhu, R. Jia, S. P. Karimireddy
arXiv, 2025
AutoFocus-IL: VLM-based Saliency Maps for Data-Efficient Visual Imitation Learning without Extra Human Annotations
L. Gong, F. Bahrani, Y. Zhou, A. Banayeeanzade, J. Li, E. Bıyık
ICRA 2026
Theoretical Insights into Overparameterized Models in Multi-Task and Replay-Based Continual Learning
A. Banayeeanzade, M. Soltanolkotabi, M. Rostami
TMLR 2025
GABRIL: Gaze-Based Regularization for Mitigating Causal Confusion in Imitation Learning
A. Banayeeanzade*, F. Bahrani*, Y. Zhou, E. Bıyık
IROS 2025
Hybrid Learners Do Not Forget: A Brain-Inspired Neuro-Symbolic Approach to Continual Learning
A. Banayeeanzade, M. Rostami
arXiv 2025
A Distinct Unsupervised Reference Model from The Environment Helps Continual Learning
A. Ameli, A. Banayeeanzade, M. Samiei, M. Soleymani
arXiv 2023
Generative vs. Discriminative: Rethinking The Meta-Continual Learning
A. Banayeeanzade*, R. Mirzaiezadeh*, H. Hasani, M. Soleymani
NeurIPS 2021
* Equal contributions.