Lattice AI Research

Research focus

Code Generation & Program Synthesis (2)Red-Teaming & Adversarial Robustness (2)Tool Use & Agents (1)Interpretability & Mechanistic Interp (1)

Frequent co-authors

Van-Hau Pham (2)Phan The Duy (1)Khoa Ngo-Khanh (1)Nguyen Viet Duy (1)

Papers (2)

Apr 8, 2026

Phan The Duy +8Apr 8, 2026

PoC-Adapt: Semantic-Aware Automated Vulnerability Reproduction with LLM Multi-Agents and Reinforcement Learning-Driven Adaptive Policy

LLMs can reliably automate vulnerability reproduction, but only with semantic validation and learned action policies that cut costs by 25% compared to prior systems.

Phan The Duy, Phan The Duy, Khoa Ngo-Khanh +6

Code Generation & Program Synthesis Red-Teaming & Adversarial Robustness Tool Use & Agents

Mar 30, 2026

Tran Duong Minh Dai +6Mar 30, 2026·also Centre for Research on Engineering Software Technologies (CREST) & Adelaide University

ORACAL: A Robust and Explainable Multimodal Framework for Smart Contract Vulnerability Detection with Causal Graph Enrichment

Smart contract vulnerability detection gets a 39% accuracy boost and adversarial robustness with ORACAL, a framework that uses RAG-enhanced LLMs to inject expert security context into heterogeneous graphs.

Tran Duong Minh Dai, Triet Huynh Minh Le, T. H. M. Le +4

Code Generation & Program Synthesis Interpretability & Mechanistic Interp Red-Teaming & Adversarial Robustness

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Phan The Duy

Research focus

Frequent co-authors

Papers (2)