Publications

[Under Review] A model-agnostic empirical equivariance gap diagnostic and a training-free Test-Time Symmetric Marginalization wrapper for multi-view 3D foundation models.

[Under Review] A mode- and mesh-aware reranking framework that improves single-anchor model-free 6D pose estimation without modifying the underlying pose-hypothesis generator.

[Under Review] A training-free, LLM-driven post-prediction refinement framework that improves DrugBank-level medication-set recommendation in a clinically constrained candidate space.

[Under Review] A feed-forward framework that reconstructs multi-view-consistent panoptic 3D Gaussian fields from unposed RGB images by distilling a multi-view panoptic teacher.

[Under Review] A taxonomic Ornstein–Uhlenbeck prior over the AVES shape code injects continuous phylogenetic structure into long-tail avian 3D shape recovery.

[Under Review] A decoupled inference-time scaling framework that exploits asymmetric noise-rank transfer between distilled proxies and teacher diffusion models for efficient text-to-image generation.