Author

Jin-He Bi

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#machine learning Dec 2025

AlignSAE: Concept-Aligned Sparse Autoencoders

AlignSAE is introduced, a method that aligns SAE features with a predefined ontology through a "pre-train, then post-train"curriculum and achieves disentanglement improvements of $9$--$\infty\times$ over standard SAEs, and further supports multi-hop reasoning and a mechanistic probe of grokking-like generalization dyna...

Minglai Yang, Xin-Yu Guo, Zheng-Liang Shi et al. · arXiv.org · 4 citations

Preprint Aug 2026

Does Forgetting Transfer Across Modalities? A Real-World Benchmark for Cross-Modal Knowledge Unlearning Evaluation

UNLINK-VL is introduced, a real-world benchmark for cross-modal knowledge unlearning in VLMs that demonstrates that relying solely on intra-modal evaluation, particularly text-only evaluation, may substantially overestimate the effectiveness of knowledge unlearning in VLMs, underscoring the need for cross-modal unlearn...

Chun-Lin Liu, Jun-Nian Chen, Haitong Jiang et al. · 0 citations