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Christopher Michael Sandino

3 accepted papers

2026

EMBridge: Enhancing Gesture Generalization from EMG Signals Through Cross-modal Representation Learning

ICLR 2026poster

Hand gesture classification using high-quality structured data such as videos, images, and hand skeletons is a well-explored problem in computer vision. Alternatively, leveraging low-power, cost-effective bio-signals, e.g. surface electromyography (sEMG), allows for continuous gesture prediction on…

Cited by 0SourceScholar
2025

Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement

ICLR 2025poster

In this paper, we propose a framework for efficient Source-Free Domain Adaptation (SFDA) in the context of time-series, focusing on enhancing both parameter efficiency and data-sample utilization. Our approach introduces an improved paradigm for source-model preparation and target-side adaptation, a…

Cited by 1SourcePDFScholar
2021

SKM-TEA: A Dataset for Accelerated MRI Reconstruction with Dense Image Labels for Quantitative Clinical Evaluation

NeurIPS 2021poster

Magnetic resonance imaging (MRI) is a cornerstone of modern medical imaging. However, long image acquisition times, the need for qualitative expert analysis, and the lack of (and difficulty extracting) quantitative indicators that are sensitive to tissue health have curtailed widespread clinical and…

Cited by 72SourcecodeScholar