1 code implementation • 3 May 2024 • Hyeong Kyu Choi, Yixuan Li
Accordingly, we formalize the persona elicitation task, aiming to customize LLM behaviors to align with a target persona.
1 code implementation • NeurIPS 2023 • Hyeong Kyu Choi, Seunghun Lee, Jaewon Chu, Hyunwoo J. Kim
Multi-hop Knowledge Graph Question Answering (KGQA) is a task that involves retrieving nodes from a knowledge graph (KG) to answer natural language questions.
1 code implementation • CVPR 2023 • Dohwan Ko, Joonmyung Choi, Hyeong Kyu Choi, Kyoung-Woon On, Byungseok Roh, Hyunwoo J. Kim
Therefore, we propose MEta Loss TRansformer (MELTR), a plug-in module that automatically and non-linearly combines various loss functions to aid learning the target task via auxiliary learning.
Ranked #2 on Video Captioning on YouCook2
1 code implementation • 2 Dec 2022 • Jinyoung Park, Hyeong Kyu Choi, Juyeon Ko, Hyeonjin Park, Ji-Hoon Kim, Jisu Jeong, KyungMin Kim, Hyunwoo J. Kim
To address these issues, we propose Question Answering Transformer (QAT), which is designed to jointly reason over language and graphs with respect to entity relations in a unified manner.
1 code implementation • 14 Oct 2022 • Hyeong Kyu Choi, Joonmyung Choi, Hyunwoo J. Kim
To this end, we propose TokenMixup, an efficient attention-guided token-level data augmentation method that aims to maximize the saliency of a mixed set of tokens.
Ranked #72 on Image Classification on CIFAR-10
1 code implementation • CVPR 2022 • Jihwan Park, Seungjun Lee, Hwan Heo, Hyeong Kyu Choi, Hyunwoo J. Kim
Motivated by various inference paths for HOI detection, we propose cross-path consistency learning (CPC), which is a novel end-to-end learning strategy to improve HOI detection for transformers by leveraging augmented decoding paths.
Ranked #1 on Human-Object Interaction Detection on V-COCO (MAP metric)
3 code implementations • 5 Aug 2018 • Hyeong Kyu Choi
Predicting the price correlation of two assets for future time periods is important in portfolio optimization.