3 papers
cs.LG2026
SCATR: Simple Calibrated Test-Time Ranking
Divya Shyamal, Marta Knežević, Lan Tran +3
Test-time scaling (TTS) improves large language models (LLMs) by allocating additional compute at inference time. In practice, TTS is often achieved through parallel scaling: gener…
cs.LG2025
Probabilistic Factorial Experimental Design for Combinatorial Interventions
Divya Shyamal, Jiaqi Zhang, Caroline Uhler
A combinatorial intervention, consisting of multiple treatments applied to a single unit with potentially interactive effects, has substantial applications in fields such as biomed…
cs.DS2024
Matching Algorithms in the Sparse Stochastic Block Model
Anna Brandenberger, Byron Chin, Nathan S. Sheffield +1
The stochastic block model (SBM) is a generalization of the Erdős--Rényi model of random graphs that describes the interaction of a finite number of distinct communities. In sparse…