POLYFLOW: A Neuro-Symbolic Framework for Static Cross-Language Information Flow Analysis

arXiv:2608.29808 · cs.CR, cs.PL, cs.SE · Submitted 2026-08-30 · Read on arXiv

cs.CR, cs.PL, cs.SE

Submitted: 2026-08-30

Updated: 2026-08-30

Code: https://github.com/LedFx/aubio-ledfx

Terminology

• Analyzer — 16× in this paper · explained in 1 episode
• Benchmark — 12× in this paper · explained in 2 episodes
• Ablation — 11× in this paper · explained in 1 episode
• Accuracy — 7× in this paper · explained in 1 episode
• Hallucination — 5× in this paper · explained in 3 episodes
• Ablation Studies — 3× in this paper · explained in 1 episode
• Adam — 3× in this paper · explained in 2 episodes
• Core — 3× in this paper · explained in 2 episodes
• Ablation study — 1× in this paper · explained in 1 episode
• Abstraction — 1× in this paper · explained in 1 episode
• Adaptability — 1× in this paper · explained in 1 episode
• Arbiter — 1× in this paper · explained in 1 episode
• Count-Min Sketch — 1× in this paper
• Failure Modes — 1× in this paper · explained in 3 episodes
• FeatureOriented Data Flow — 1× in this paper
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Formal Methods — 1× in this paper · explained in 3 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• In-Context Learning — 1× in this paper · explained in 4 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Modular Architecture — 1× in this paper · explained in 4 episodes
• Neuro-symbolic approach — 1× in this paper · explained in 5 episodes
• Pruning — 1× in this paper · explained in 4 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Semantic Gap — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes
• Verifier — 1× in this paper · explained in 2 episodes

Sources

• Fine-Tuning Code Language Models to Detect Cross-Language Bugs

Related papers

• SoK: AI-Augmented Binary Reversing
• Relaxed Sender Anonymity for CBDC Interbank Settlement: A Zero-Knowledge Approach on Permissioned EVM
• Calibration-Family Overfit: Why Trusted Sabotage Monitors Don't Transfer Across Lineages
• Efficient Fuzzy PSI under One-Sided Assumptions
• Sealing the Audit-Runtime Gap for LLM Skills
• Token Composition: A Graph Based on EVM Logs