Skip to content
Log in
Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Jun-Chi Liu

h-index 0 View on Semantic Scholar

We have 1 of 1 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Aug 2026

Rethinking Automated Program Repair: The Impact of Bug Complexity, Fault Localization, and LLM Cost-efficiency

A comprehensive empirical analysis of LLM-based APR techniques, focusing on how repair performance is shaped by bug complexity, fault localization, reasoning settings, and costs, reveals a nontrivial trade-off between repair effectiveness and computational cost.

Junchi Liu, Ali Bigdeli, Roya Daneshi et al. · 1 citation

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.