Author

Swagatam Das

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Jul 2026

Sharp Concentration Bounds for Bundle-Valued Statistics on Manifolds

A non-asymptotic concentration theory is developed for transported empirical means, deriving finite-sample, dimension-free Hoeffding- and Bernstein-type bounds via sharp Hilbert-space inequalities and establishing a robust median-of-means estimator achieving optimal rates under heavy tails and the central limit theorem...

Swagatam Das, Václav Snášel · arXiv.org · 1 citation

Book Open access Jul 2026

Multi-Objective Orchestration of Small Language Model Ensembles: Balancing Accuracy, Diversity, and Fairness

The method combines an interpretable cost-function formulation with a multi-objective evolutionary algorithm to discover Pareto-optimal ensemble configurations and introduces a two-stage combiner that produces diverse candidate responses and selects final outputs via embedding-based semantic consensus.

Advay Dhar, Swagatam Das, Kalyanmoy Deb · Annual Conference on Genetic... · 0 citations