Mohamed Alaya

Defense Beats Offense: An Honest, Free-Data Study of What You Can and Cannot Predict in Equities and Crypto

Version 3 (10 September 2026). An independent adversarial audit identified two significant issues and several minor ones; both significant issues are disclosed here (no PDF source is editable for this record, so this update is metadata-only; the underlying code/data repository ha...

What Transfers and What Collapses: A Cross-Generator Study of AI-Generated Image Detection with Corrected Evaluation

Version 3 (10 September 2026). Corrected a benchmark-size error: the paper stated 14 generators throughout while the actual assembled and evaluated benchmark (and the enumerated list) contains 13; all occurrences are corrected to 13. Also corrected the Table 4 cross-architecture...

Defense Beats Offense: An Honest, Free-Data Study of What You Can and Cannot Predict in Equities and Crypto

Version 3 (10 September 2026). An independent adversarial audit identified two significant issues and several minor ones; both significant issues are disclosed here (no PDF source is editable for this record, so this update is metadata-only; the underlying code/data repository ha...

ANTIBODY: An Immune-System Architecture for Long-Horizon AI Agent Oversight (Doctoral Research Proposal)

Long-horizon autonomous agents degrade in ways current oversight cannot catch, and the tools used to catch them are themselves degrading. This proposal investigates an external, model-agnostic oversight layer built on five principles drawn from immunology and reliability engineer...

Calibration Is Not Enough: An Anytime Monitor for Trustworthy Abstention

Version 2 (9 September 2026) — erratum. An independent audit found several statements in v1 that the paper's own logs and results did not support — stale prose from an earlier run of the same experiment, not a change to the method. Corrected: the batch baseline's overall answered...