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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…

Cited by 0SourcePDFScholar
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…