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- IBM Research - Thomas J. Watson Research CenterUS50 papers
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15 papers · 1 filter
Split-NER: Named Entity Recognition via Two Question-Answering-based Classifications
Jatin Arora, Youngja Park
In this work, we address the NER problem by splitting it into two logical sub-tasks: (1) Span Detection which simply extracts entity mention spans irrespective of entity type; (2)…
PockEngine: Sparse and Efficient Fine-tuning in a Pocket
Ligeng Zhu, Lanxiang Hu, Ji Lin +4
On-device learning and efficient fine-tuning enable continuous and privacy-preserving customization (e.g., locally fine-tuning large language models on personalized data). However,…
HartleyMHA: Self-Attention in Frequency Domain for Resolution-Robust and Parameter-Efficient 3D Image Segmentation
Ken C. L. Wong, Hongzhi Wang, Tanveer Syeda-Mahmood
With the introduction of Transformers, different attention-based models have been proposed for image segmentation with promising results. Although self-attention allows capturing o…
Health Guardian: Using Multi-modal Data to Understand Individual Health
Vince S. Siu, Kuan Yu Hsieh, Italo Buleje +7
Artificial intelligence (AI) has shown great promise in revolutionizing the field of digital health by improving disease diagnosis, treatment, and prevention. This paper describes…
A Versatile Data Fabric for Advanced IoT-Based Remote Health Monitoring
Italo Buleje, Vince S. Siu, Kuan Yu Hsieh +7
This paper presents a data-centric and security-focused data fabric designed for digital health applications. With the increasing interest in digital health research, there has bee…
Remote Inference of Cognitive Scores in ALS Patients Using a Picture Description
Carla Agurto, Guillermo Cecchi, Bo Wen +4
Amyotrophic lateral sclerosis is a fatal disease that not only affects movement, speech, and breath but also cognition. Recent studies have focused on the use of language analysis…