Author

A. Wong

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Jul 2026

Stage-Aware Adaptation and Distribution Calibration for Subject-Driven Personalized Text-to-Image Generation

Theoretical analysis shows that timestep-dependent scaling controls the effective perturbation magnitude of a low-rank adapter, while identity-biased candidate selection restricts the radius of selected features around the reference center under explicit conditions, indicating that personalized generation should be evaluated through identity consistency, text alignment, and representation diversity rather than identity metrics alone.

Wenyan Xu, A. Wong · arXiv.org · 0 citations

#artificial intelligence Preprint Aug 2026

Eureka: Task-Conditioned Meta-Agent Orchestration for Scientific Discovery

The results suggest that scientific-agent capability depends not only on the base model but on whether an architecture can be formed to match the task's cognitive structure, as well as establishing results on regret, planning invalidation, amortization, subtree interfaces, serializability, and verification.

A. Wong, Heng Cui, Yi Tan et al. · 0 citations