Publications

Publications by categories in reversed chronological order. generated by jekyll-scholar.

2026

  1. ICLR 2026
    In Agents We Trust, but Who Do Agents Trust? Latent Preferences Steer LLM Generations
    Mohammad Aflah Khan, Mahsa Amani, Soumi Das, Bishwamittra Ghosh, Qinyuan Wu, Krishna P Gummadi, Manish Gupta, Abhilasha Ravichander
    The Fourteenth International Conference on Learning Representations (ICLR 2026)
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  2. ICLR 2026
    Rote Learning Considered Useful: Generalizing over Memorized Data in LLMs
    Qinyuan Wu, Soumi Das, Mahsa Amani, Bishwamittra Ghosh, Mohammad Aflah Khan, Krishna P Gummadi, Muhammad Bilal Zafar
    The Fourteenth International Conference on Learning Representations (ICLR 2026)
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  3. ArXiv
    To Call or Not to Call: A Framework to Assess and Optimize LLM Tool Calling
    Qinyuan Wu, Soumi Das, Mahsa Amani, Arijit Nag, Seungeon Lee, Krishna P Gummadi, Abhilasha Ravichander, Muhammad Bilal Zafar
    arXiv preprint arXiv:2605.00737
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2025

  1. ArXiv
    Revisiting Privacy, Utility, and Efficiency Trade-offs when Fine-Tuning Large Language Models
    Soumi Das, Camila Kolling, Mohammad Aflah Khan, Mahsa Amani, Bishwamittra Ghosh, Qinyuan Wu, Till Speicher, Krishna P Gummadi
    arXiv preprint arXiv:2502.13313
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2024

  1. Language&Linguistics
    Linguistic Resources and Transformer-based Models for the Machine Translations between Luri and Yazdi Dialects versus Standard Persian
    Zahra Bahmani, Mohaddeseh Mirbeygi, Negin Hashemi Dijujin, Marzieh Nouri, Mahsa Amani, Ehsan Asgari, Mahdieh Soleymani Baghshah, Hamid Beigy, Ali Movaghar, Afzal Moghimi
    Language and Linguistics
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2023

  1. AACL
    The Language Model, Resources, and Computational Pipelines for the Under-Resourced Iranian Azerbaijani
    Mahsa Amani, Marzia Nouri, Reihaneh Zohrabi, Ehsaneddin Asgari
    Proceedings of the 13th International Joint Conference on Natural Language Processing and the 3rd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics (Volume 2: Short Papers)
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