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cs.LG2026
Causal Syntax Circuits in CodeLMs: Budget and Probe Decide What Looks Localised
Harsh Kumar, Tanmay Shailesh Joshi, Rahul Maity +1
Code models write Python when the prompt does not say which language to use. We ask a mechanistic question about that habit: is it produced by a small, findable group of components…
cs.LG2026
PermaFrost-Attack: Stealth Pretraining Seeding(SPS) for planting Logic Landmines During LLM Training
Harsh Kumar, Rahul Maity, Tanmay Joshi +4
Aligned large language models (LLMs) remain vulnerable to adversarial manipulation, and their reliance on web-scale pretraining creates a subtle but consequential attack surface. W…