Search Results for author: Yunseon Choi

Found 4 papers, 3 papers with code

Learning to Embed Multi-Modal Contexts for Situated Conversational Agents

no code implementations Findings (NAACL) 2022 Haeju Lee, Oh Joon Kwon, Yunseon Choi, Minho Park, Ran Han, Yoonhyung Kim, Jinhyeon Kim, Youngjune Lee, Haebin Shin, Kangwook Lee, Kee-Eung Kim

The Situated Interactive Multi-Modal Conversations (SIMMC) 2. 0 aims to create virtual shopping assistants that can accept complex multi-modal inputs, i. e. visual appearances of objects and user utterances.

coreference-resolution Decoder +4

Hard Prompts Made Interpretable: Sparse Entropy Regularization for Prompt Tuning with RL

1 code implementation20 Jul 2024 Yunseon Choi, Sangmin Bae, Seonghyun Ban, Minchan Jeong, Chuheng Zhang, Lei Song, Li Zhao, Jiang Bian, Kee-Eung Kim

With the advent of foundation models, prompt tuning has positioned itself as an important technique for directing model behaviors and eliciting desired responses.

Few-Shot Text Classification Q-Learning +5

Stitching Sub-Trajectories with Conditional Diffusion Model for Goal-Conditioned Offline RL

1 code implementation11 Feb 2024 Sungyoon Kim, Yunseon Choi, Daiki E. Matsunaga, Kee-Eung Kim

In this paper, we propose SSD (Sub-trajectory Stitching with Diffusion), a model-based offline GCRL method that leverages the conditional diffusion model to address these limitations.

Offline RL

Local Metric Learning for Off-Policy Evaluation in Contextual Bandits with Continuous Actions

1 code implementation24 Oct 2022 Haanvid Lee, Jongmin Lee, Yunseon Choi, Wonseok Jeon, Byung-Jun Lee, Yung-Kyun Noh, Kee-Eung Kim

We consider local kernel metric learning for off-policy evaluation (OPE) of deterministic policies in contextual bandits with continuous action spaces.

Metric Learning Multi-Armed Bandits +1

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