1 citations · 1 across the 5 of their papers we have counts for
5 papers
Mixing Times of Glauber Dynamics on Masked Language Models
Suvadip Sana, Sami Wolf, Neer Mehta +4
Masked language models (MLMs) define local conditional distributions over tokens but do not, in general, correspond to any consistent joint distribution over sequences. This raises…
Democratic Preference Alignment via Sortition-Weighted RLHF
Suvadip Sana, Jinzhou Wu, Martin T. Wells
Whose values should AI systems learn? Preference based alignment methods like RLHF derive their training signal from human raters, yet these rater pools are typically convenience s…
EigenBench: A Comparative Behavioral Measure of Value Alignment
Jonathn Chang, Leonhard Piff, Suvadip Sana +2
Aligning AI with human values is a pressing unsolved problem. To address the lack of quantitative metrics for value alignment, we propose EigenBench: a black-box method for compara…
Quantitative Relaxations of Arrow's Axioms
Suvadip Sana, Daniel Brous, Martin T. Wells +1
In this paper we develop a novel approach to relaxing Arrow's axioms for voting rules, addressing a long-standing critique in social choice theory. Classical axioms (often styled a…
A scalar matching factor on the Birkhoff polytope characterizing permutation and uniform matrices
Suvadip Sana
Birkhoff polytope is the set of all bistochastic matrices (also known as doubly stochastic matrices). Bistochastic matrices form a special class of stochastic matrices where each r…