@article{choi2026idlespec,title={{IdleSpec}: Exploiting Idle Time via Speculative Planning for {LLM} Agents},author={Choi, Daewon and Park, Kyunghyun and Song, Woomin and Dingliwal, Saket and Jayanthi, Sai Muralidhar and Shin, Jinwoo and Galstyan, Aram},journal={arXiv preprint arXiv:2605.22154},year={2026},}
Preprint
ExComm: Exploration-Stage Communication for Error-Resilient Agentic Test-Time Scaling
@article{song2026excomm,title={{ExComm}: Exploration-Stage Communication for Error-Resilient Agentic Test-Time Scaling},author={Song, Woomin and Kim, Beomjun and Choi, Daewon and Jayanthi, Sai Muralidhar and Dingliwal, Saket and Shin, Jinwoo and Galstyan, Aram},journal={arXiv preprint arXiv:2605.22102},year={2026},}
@article{kim2026rldx,title={RLDX-1 Technical Report},author={Kim, Dongyoung and Jang, Huiwon and Koo, Myungkyu and Jang, Suhyeok and Kim, Taeyoung and Kim, Beomjun and Yoon, Byungjun and Jang, Changsung and Choi, Daewon and Han, Dongsu and Lee, Donguk and Kwon, Heeseung and Jeon, Hojin and Kang, Jaehyun and Bae, Jaekyoung and Lee, Jihyuk and Lee, Jimin and Won, John and Ahn, Joonwoo and Park, Junhyeong and Sung, Junyoung and Lee, Kyungmin and Han, Minseong and Yoon, Minsung and Joo, Sejune and Son, Seonil and Park, Seungcheol and Cho, Seunggeun and Moon, Seungjun and Kim, Seungku and Dong, Yonghoon and Cho, Yongjin and Kim, Youngchan and Kim, Chang Hwan and Kim, Dohyeon and Kim, Heecheol and Lee, Heewon and Ahn, Hensen and Ryu, Hyungkyu and Choi, Hyunsoo and Shin, Hyunsoo and Jung, Jaeheon and Kim, Jaewoo and Kim, Jinwook and Chang, Joochul and Kim, Joonsoo and Park, Junghun and Park, Jungwoo and Cho, Junho and Park, Junhyeok and Lee, Junwon and Lee, Kangwook and Kim, Kwanghoon and Choe, Kyoungwhan and Bhadu, Manoj and Oh, Nayoung and Kim, Sangjun and Kim, Sangwoo and Shim, Seunghoon and Kim, Seunghyun and Lee, Seungjun and Ka, Seungyup and Yang, Sungryol and Jung, Wook and Shukla, Yashu and Lee, Yeonjae and Bae, Yeonwoo and Shin, Jinwoo},journal={arXiv preprint arXiv:2605.03269},year={2026},}
ICLR
HAMLET: Switch Your Vision-Language-Action Model into a History-Aware Policy
@inproceedings{koo2026hamlet,title={{HAMLET}: Switch Your Vision-Language-Action Model into a History-Aware Policy},author={Koo, Myungkyu and Choi, Daewon and Kim, Taeyoung and Lee, Kyungmin and Kim, Changyeon and Seo, Younggyo and Shin, Jinwoo},booktitle={The Fourteenth International Conference on Learning Representations (ICLR)},year={2026},url={https://openreview.net/forum?id=KcJ9U0x6kO},}
2025
EMNLP
Think Clearly: Improving Reasoning via Redundant Token Pruning
@inproceedings{choi-etal-2025-think,title={Think Clearly: Improving Reasoning via Redundant Token Pruning},author={Choi, Daewon and Lee, Jimin and Tack, Jihoon and Song, Woomin and Dingliwal, Saket and Jayanthi, Sai Muralidhar and Ganesh, Bhavana and Shin, Jinwoo and Galstyan, Aram and Bodapati, Sravan Babu},booktitle={Findings of the Association for Computational Linguistics: EMNLP 2025},month=nov,year={2025},address={Suzhou, China},publisher={Association for Computational Linguistics},url={https://aclanthology.org/2025.findings-emnlp.1169/},pages={21437--21451},}
@inproceedings{choi-etal-2025-mamba,title={Mamba Drafters for Speculative Decoding},author={Choi, Daewon and Oh, Seunghyuk and Dingliwal, Saket and Tack, Jihoon and Kim, Kyuyoung and Song, Woomin and Kim, Seojin and Han, Insu and Shin, Jinwoo and Galstyan, Aram and Katiyar, Shubham and Bodapati, Sravan Babu},booktitle={Findings of the Association for Computational Linguistics: EMNLP 2025},month=nov,year={2025},address={Suzhou, China},publisher={Association for Computational Linguistics},url={https://aclanthology.org/2025.findings-emnlp.1167/},pages={21404--21418},}
2024
ECCV
Adversarial Robustification via Text-to-Image Diffusion Models
@inproceedings{choi2024adversarial,title={Adversarial Robustification via Text-to-Image Diffusion Models},author={Choi, Daewon and Jeong, Jongheon and Jang, Huiwon and Shin, Jinwoo},booktitle={European Conference on Computer Vision (ECCV)},year={2024},}
2023
NeurIPS
Modality-Agnostic Self-Supervised Learning with Meta-Learned Masked Auto-Encoder
@inproceedings{jang2023modalityagnostic,title={Modality-Agnostic Self-Supervised Learning with Meta-Learned Masked Auto-Encoder},author={Jang, Huiwon and Tack, Jihoon and Choi, Daewon and Jeong, Jongheon and Shin, Jinwoo},booktitle={Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS)},year={2023},url={https://openreview.net/forum?id=RZGtK2nDDJ},}
@inproceedings{Ko_2023_WACV,title={{3D GAN} Inversion with Pose Optimization},author={Ko, Jaehoon and Cho, Kyusun and Choi, Daewon and Ryoo, Kwangrok and Kim, Seungryong},booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},month=jan,year={2023},pages={2967--2976},}
2022
Preprint
AE-NeRF: Auto-Encoding Neural Radiance Fields for 3D-Aware Object Manipulation
@article{kim2022aenerf,title={{AE-NeRF}: Auto-Encoding Neural Radiance Fields for 3D-Aware Object Manipulation},author={Kim, Mira and Ko, Jaehoon and Cho, Kyusun and Choi, Junmyeong and Choi, Daewon and Kim, Seungryong},journal={arXiv preprint arXiv:2204.13426},year={2022},}