BDLF-Qwen3: Enhanced Cross-Architecture Binary Function Similarity Detection Through Binary Dynamic Layer Fusion
Published in The Fortieth AAAI Conference on Artificial Intelligence (AAAI-26), 2026
BDLF-Qwen3 dynamically fuses multi-layer Qwen3-Embedding representations for cross-architecture binary similarity detection. Powered by a two-stage training strategy and the novel Cross-Bin dataset, it significantly outperforms existing methods at scale and demonstrates robust zero-shot generalization on unseen RISC-V architectures.
Recommended citation: Y Wang, J Zhou, X Han, C Zhang. (2026). "BDLF-Qwen3: Enhanced Cross-Architecture Binary Function Similarity Detection Through Binary Dynamic Layer Fusion." The Fortieth AAAI Conference on Artificial Intelligence (AAAI-26).
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