Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
Verifiers in the Loop: Decoding Time Verification for Code Translation
Tianyang Zhou, Somesh Jha, Mihai Christodorescu +2
Test-time scaling is an important mechanism for improving large language models, especially on tasks with deterministic verifiers. Code translation is a canonical example: the sour…
cs.LG2026
Systematic Scaling Analysis of Jailbreak Attacks in Large Language Models
Xiangwen Wang, Ananth Balashankar, Varun Chandrasekaran
Large language models remain vulnerable to jailbreak attacks, yet we still lack a systematic understanding of how jailbreak success scales with attacker effort across methods, mode…