Noel Murphy

Papers on Lattice

Total citations

Topics

Publication activitypapers/week, last 8 weeks

Research focus

Eval Frameworks & Benchmarks (2)Multimodal Models (2)Training Efficiency & Optimization (1)Data Curation & Synthetic Data (1)

Frequent co-authors

Chris Vorster (2)Derek Molloy (2)

Papers (2)

Mar 4, 2026

Chris Vorster +21w ago

Hold-One-Shot-Out (HOSO) for Validation-Free Few-Shot CLIP Adapters

Forget validation sets: HOSO learns the optimal blending ratio for CLIP adapters in a truly few-shot manner, outperforming even test-set-optimized baselines.

Chris Vorster, Noel Murphy, Derek Molloy

Eval Frameworks & Benchmarks Multimodal Models Training Efficiency & Optimization

University of Galway1w ago

Underrepresented in Foundation Model Pretraining Data? A One-Shot Probe

Predict how well CLIP will perform on your niche dataset with just a single labeled image per class, saving you time and annotation costs.