activity
20242026
most citedSAFLITE: Fuzzing Autonomous Systems via Large Language Models

1 citations · 2 across the 6 of their papers we have counts for

collaborators

6 papers

cs.SE2026

Partial Contracts Suffice: Sound, LLM-Inferred Regression Verification

Yiannis Charalambous, Rafael Menezes, Youcheng Sun +1

Software evolves continuously, yet ensuring that a patch preserves intended behavior without re-verifying an entire codebase remains difficult. Regression verification addresses th…

cs.SE2025

ReqInOne: A Large Language Model-Based Agent for Software Requirements Specification Generation

Taohong Zhu, Lucas C. Cordeiro, Youcheng Sun

Software Requirements Specification (SRS) is one of the most important documents in software projects, but writing it manually is time-consuming and often leads to ambiguity. Exist…

cs.LG2025

GPT, But Backwards: Exactly Inverting Language Model Outputs

Adrians Skapars, Edoardo Manino, Youcheng Sun +1

Recent work shows that distinct inputs produce distinct hidden representations in LLMs, so the input can in principle be recovered from them. Yet, no existing method can reliably d…

cs.SE2024★ 1 cited

SAFLITE: Fuzzing Autonomous Systems via Large Language Models

Taohong Zhu, Adrians Skapars, Fardeen Mackenzie +4

Fuzz testing effectively uncovers software vulnerabilities; however, it faces challenges with Autonomous Systems (AS) due to their vast search spaces and complex state spaces, whic…

cs.CR2024★ 1 cited

Was it Slander? Towards Exact Inversion of Generative Language Models

Adrians Skapars, Edoardo Manino, Youcheng Sun +1

Training large language models (LLMs) requires a substantial investment of time and money. To get a good return on investment, the developers spend considerable effort ensuring tha…

cs.SE2024

ESBMC-Python: A Bounded Model Checker for Python Programs

Bruno Farias, Rafael Menezes, Eddie B. de Lima Filho +2

This paper introduces a tool for verifying Python programs, which, using type annotation and front-end processing, can harness the capabilities of a bounded model-checking (BMC) pi…