Author

Parameswaran Kamalaruban

2 papers indexed here

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Preprint Aug 2026

Fairness-Aware Test-Time Prompt Tuning

FairTPT is developed, a novel fairness-aware episodic TTA method that jointly minimizes target marginal entropy while maximizing spurious marginal entropy through soft-prompt tuning and establishes a foundation for robust TTA, which is essential for achieving fairness in practice.

Yoann L. Launay, Parameswaran Kamalaruban, Tom Kempton et al. · 0 citations

Preprint Aug 2026

MINT: A Universal Zero-Shot Predictor for Transaction Data

The Multimodal Instruction Network for Transactions (MINT), a framework that connects a pretrained transaction sequence encoder to a decoder-only LLM through lightweight embedding injection, transaction-language alignment, and instruction tuning, achieves state-of-the-art predictive question-answering performance in bo...

Parameswaran Kamalaruban, Viktor Drobnyi, Maeve Madigan et al. · 0 citations