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cs.LG2026
Multi-Agent AI Safety as an Institutional Design Problem
Abdullah X
AI agents increasingly work inside systems that govern how they delegate tasks, move information, execute actions, and use shared resources. Recent work already shows that deployme…
cs.LG2026
Markovian Circuit Tracing for Transformer State Dynamic
Abdullah X
Many sequence computations are easier to study as movement through internal states than as isolated local circuits. We introduce Markovian Circuit Tracing (MCT), a diagnostic pipel…
cs.LG2025
Unlearning at Scale: State-Exact Trace-Preserving Deletion in Billion-Parameter Language Models
Abdullah X
Can a prospectively instrumented training continuation reproduce a deletion counterfactual exactly after selected examples leave its replay dataset? We study a trace-preserving cou…