Stephen Gould

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

Research focus

Eval Frameworks & Benchmarks (1)Multimodal Models (1)Computer Vision (1)Interpretability & Mechanistic Interp (1)

Frequent co-authors

I. M. Jara (2)Cristian Rodriguez-Opazo (2)D. Ranasinghe (2)Ignacio M. De la Jara (1)

Papers (2)

Jul 29, 2026

I. M. Jara +33w ago·also Affiliation:

Level, Sharpness, and Corpus: Why Zero-Shot OOD Detector Rankings Do Not Transfer

Detector rankings can flip dramatically across domains, challenging the reliability of benchmark-based selections for zero-shot OOD detection.

I. M. Jara, Cristian Rodriguez-Opazo, Stephen Gould +1

Eval Frameworks & Benchmarks Multimodal Models

I. M. Jara +83w ago·also Affiliation:

Representation Trajectories Matters: Complementary Evidence for OOD Detection and Image Classification

Representation trajectories can provide a critical reliability signal that enhances OOD detection and classification performance, outperforming traditional final-state approaches.

I. M. Jara, Ignacio M. De la Jara, Cristian Rodriguez-Opazo +6

Computer Vision Interpretability & Mechanistic Interp

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Stephen Gould

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (2)