Author

Rohit Kumar Salla

h-index 0 View on Semantic Scholar

We have 2 of 5 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#machine learning Preprint Oct 2026

What Does Disagreement Mean? A Semantic Identifiability Frontier for Pairwise Preference Learning

A nonparametric latent semantic model with three querywise quantities, which proves an exact semantic fiber theorem and derives finite-sample estimators, nonasymptotic concentration bounds, and semantics-aware action-recovery guarantees, and validate the theory on theorem-matched synthetic data.

M. Saravanan, Rohit Kumar Salla, Shrikar Reddy Kota · 0 citations

Preprint Aug 2026

Learning When to Stop: Prefix-Optimal Dynamic Diffusion Policies for Continuous Control

POGP is introduced, a framework that learns a prefix value function at every intermediate denoising step through a Bellman-style recursion over the denoising chain, and indicates that supervising intermediate denoising steps is useful not only for adaptive early stopping, but also as an auxiliary objective that improve...

Rohit Kumar Salla, M. Saravanan, Simon Stepputtis · 2 citations