Trace Baxley

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

Research focus

Computer Vision (2)Data Curation & Synthetic Data (1)Architecture Design (Transformers, SSMs, MoE) (1)Training Efficiency & Optimization (1)

Frequent co-authors

Eleanor P. Wiesler (2)

Papers (2)

Apr 23, 2026

Eleanor P. Wiesler +1Apr 23, 2026

A Probabilistic Framework for Improving Dense Object Detection in Underwater Image Data via Annealing-Based Data Augmentation

Annealing-based data augmentation lets you train a YOLOv10 detector to spot more fish in murky underwater images.

Eleanor P. Wiesler, Trace Baxley

Computer Vision Data Curation & Synthetic Data

Eleanor P. Wiesler +1Apr 23, 2026

Graph Neural Network-Informed Predictive Flows for Faster Ford-Fulkerson and PAC-Learnability

Forget repeatedly re-running inference on residual graphs: this GNN-guided Ford-Fulkerson algorithm learns edge importance probabilities to dramatically accelerate max-flow computation and image segmentation.