Author

Mariette Awad

2 papers indexed here

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Preprint Aug 2026

THESIS-MoE: Trainable Hierarchical Extraction and SteerIng of Sycophancy in Mixture-of-Experts

A shared contrastive signal is introduced that identifies where sycophancy lives across the MoE hierarchy and drives interventions that act only where the behavior is present, demonstrating that sycophancy resides in identifiable computational subcircuits and can be selectively steered while maintaining a favorable rem...

Kareem Hassani, Chaymaa Abbas, Lama Mawlawi et al. · 0 citations

Preprint Aug 2026

The Forward-Backward Disconnect: State Dynamics, Credit Assignment, and Biological Grounding in Neural Computation

Across static, recurrent, attention-based, state-space, continuous-time, implicit, spiking, biologically plausible, and neuromorphic families, forward dynamics have diversified while the highest demonstrated scales remain concentrated in global or closely gradient-derived error-propagation mechanisms.

Hadi Al-Mubasher, Mariette Awad · 0 citations