Author

A. N. Hoang

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#artificial intelligence Preprint Oct 2026

Secure Agentic Coding through Counterexample-Grounded Feedback

falcon{}, a counterexample-grounded verification framework that separates attack exploration from behavioral verification and connects them through execution traces of the program under test, is introduced, suggesting that execution-grounded feedback can mitigate reward overoptimization while preserving useful guidance...

Tue Le, A. N. Hoang, Gabriel Sasseville et al. · 0 citations

Preprint Sep 2026

Beyond Repository Boundaries: Cross-Repository Graph Retrieval for Code Generation

CrossCoder is proposed, a cross-repository code generation framework that explicitly incorporates external libraries into the retrieval context through a unified knowledge graph over repository and library entities that consistently improves both functional correctness and robustness to dependency-version changes.

Minh Le-Anh, Nam Le Hai, Quyen Tran et al. · 0 citations