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Shlok Natarajan

2 accepted papers

2025

An Architecture Search Framework for Inference-Time Techniques

ICML 2025poster

Inference-time techniques, such as repeated sampling or iterative revisions, are emerging as powerful ways to enhance large-language models (LLMs) at test time. However, best practices for developing systems that combine these techniques remain underdeveloped due to our limited understanding of the…

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2024

Conformal Prediction via Regression-as-Classification

ICLR 2024poster

Conformal prediction (CP) for regression can be challenging, especially when the output distribution is heteroscedastic, multimodal, or skewed. Some of the issues can be addressed by estimating a distribution over the output, but in reality, such approaches can be sensitive to estimation error and y…