Kaushitha Silva

Papers on Lattice

Total citations

Topics

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Publication activitypapers/week, last 8 weeks

Research focus

Code Generation & Program Synthesis (2)Eval Frameworks & Benchmarks (2)Tool Use & Agents (2)

Frequent co-authors

Srinath Perera (2)

Papers (2)

Apr 23, 2026

Kaushitha Silva +1Apr 23, 2026

DryRUN: On the Role of Public Tests in LLM-Driven Code Generation

LLMs can debug code *without* human-provided test cases, autonomously generating inputs and execution traces to match the performance of public-test-dependent methods while reducing token consumption.

Kaushitha Silva, Srinath Perera

Code Generation & Program Synthesis Eval Frameworks & Benchmarks Tool Use & Agents

Mar 30, 2026

Kaushitha Silva +1Mar 30, 2026

BACE: LLM-based Code Generation through Bayesian Anchored Co-Evolution of Code and Test Populations

LLMs can generate better code by treating tests as noisy signals to be refined, rather than ground truth, unlocking performance gains even with smaller models.