Search Results for author: Yubin Kim

Found 9 papers, 4 papers with code

A Demonstration of Adaptive Collaboration of Large Language Models for Medical Decision-Making

1 code implementation31 Oct 2024 Yubin Kim, Chanwoo Park, Hyewon Jeong, Cristina Grau-Vilchez, Yik Siu Chan, Xuhai Xu, Daniel McDuff, Hyeonhoon Lee, Cynthia Breazeal, Hae Won Park

Medical Decision-Making (MDM) is a multi-faceted process that requires clinicians to assess complex multi-modal patient data patient, often collaboratively.

Decision Making

EmpathicStories++: A Multimodal Dataset for Empathy towards Personal Experiences

no code implementations24 May 2024 Jocelyn Shen, Yubin Kim, Mohit Hulse, Wazeer Zulfikar, Sharifa Alghowinem, Cynthia Breazeal, Hae Won Park

Modeling empathy is a complex endeavor that is rooted in interpersonal and experiential dimensions of human interaction, and remains an open problem within AI.

AI Agent

MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making

1 code implementation22 Apr 2024 Yubin Kim, Chanwoo Park, Hyewon Jeong, Yik Siu Chan, Xuhai Xu, Daniel McDuff, Hyeonhoon Lee, Marzyeh Ghassemi, Cynthia Breazeal, Hae Won Park

MDAgents achieved the best performance in seven out of ten benchmarks on tasks requiring an understanding of medical knowledge and multi-modal reasoning, showing a significant improvement of up to 4. 2% (p < 0. 05) compared to previous methods' best performances.

Decision Making Medical Diagnosis +1

Health-LLM: Large Language Models for Health Prediction via Wearable Sensor Data

1 code implementation12 Jan 2024 Yubin Kim, Xuhai Xu, Daniel McDuff, Cynthia Breazeal, Hae Won Park

Notably, we observe that our context enhancement can yield up to 23. 8% improvement in performance.

XWalk: Random Walk Based Candidate Retrieval for Product Search

no code implementations22 Jul 2023 Jon Eskreis-Winkler, Yubin Kim, Andrew Stanton

In e-commerce, head queries account for the vast majority of gross merchandise sales and improvements to head queries are highly impactful to the business.

Retrieval

HIINT: Historical, Intra- and Inter- personal Dynamics Modeling with Cross-person Memory Transformer

no code implementations21 May 2023 Yubin Kim, Dong Won Lee, Paul Pu Liang, Sharifa Algohwinem, Cynthia Breazeal, Hae Won Park

Accurately modeling affect dynamics, which refers to the changes and fluctuations in emotions and affective displays during human conversations, is crucial for understanding human interactions.

Language Modelling Large Language Model

Multipar-T: Multiparty-Transformer for Capturing Contingent Behaviors in Group Conversations

no code implementations19 Apr 2023 Dong Won Lee, Yubin Kim, Rosalind Picard, Cynthia Breazeal, Hae Won Park

As we move closer to real-world AI systems, AI agents must be able to deal with multiparty (group) conversations.

Joint Engagement Classification using Video Augmentation Techniques for Multi-person Human-robot Interaction

no code implementations28 Dec 2022 Yubin Kim, Huili Chen, Sharifa Alghowinem, Cynthia Breazeal, Hae Won Park

This work serves as the first step toward fully unlocking the potential of end-to-end video understanding models pre-trained on large public datasets and augmented with data augmentation and visualization techniques for affect recognition in the multi-person human-robot interaction in the wild.

Data Augmentation Face Swapping +1

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