Search Results for author: Juno Kim

Found 6 papers, 0 papers with code

A Novel Nuanced Conversation Evaluation Framework for Large Language Models in Mental Health

no code implementations8 Mar 2024 Alexander Marrapese, Basem Suleiman, Imdad Ullah, Juno Kim

In this paper, we propose a novel framework for evaluating the nuanced conversation abilities of LLMs.

Transformers Learn Nonlinear Features In Context: Nonconvex Mean-field Dynamics on the Attention Landscape

no code implementations2 Feb 2024 Juno Kim, Taiji Suzuki

However, existing theoretical studies on how this phenomenon arises are limited to the dynamics of a single layer of attention trained on linear regression tasks.

In-Context Learning

Symmetric Mean-field Langevin Dynamics for Distributional Minimax Problems

no code implementations2 Dec 2023 Juno Kim, Kakei Yamamoto, Kazusato Oko, Zhuoran Yang, Taiji Suzuki

In this paper, we extend mean-field Langevin dynamics to minimax optimization over probability distributions for the first time with symmetric and provably convergent updates.

Hessian Based Smoothing Splines for Manifold Learning

no code implementations10 Feb 2023 Juno Kim

We propose a multidimensional smoothing spline algorithm in the context of manifold learning.

Predicting the Popularity of Reddit Posts with AI

no code implementations8 Jun 2021 Juno Kim

Social media creates crucial mass changes, as popular posts and opinions cast a significant influence on users' decisions and thought processes.

BIG-bench Machine Learning regression

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