Author

Jayakrishnan Nair

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#artificial intelligence Preprint Sep 2026

Cost-Aware Best-LLM Identification using Dueling Feedback

A Track-and-Stop style algorithm for best-arm identification with prescribed confidence is proposed, and it is proved that the algorithm almost surely achieves the asymptotically optimal cost as the error tends to zero.

Sarvesh Gharat, Nikhil Karamchandani, Jayakrishnan Nair · 0 citations

#machine learning Preprint Aug 2026

Sequence prediction under a lying oracle

The cost function the authors consider captures the complexity of predicting the outcome generated by the environment, in a scenario where the aforementioned prediction is performed via comparative queries to a lying oracle.

P. Samanta, Nikhil Karamchandani, Jayakrishnan Nair · 0 citations