Skip to content

Publications

21 publications · newest year first

RobotUse: Allocating Computation, Context, and Decisions

Junhoo Lee, Injun Baek, Seungyeon Kim, Suhyun Jeon, Minkyu Kim, Baekseung Kim, Nojun Kwak

arXiv preprint arXiv:2610.04929, 2026.

Recursive Harness Distillation across Agents for Robot Manipulation

Seungyeon Kim, Junhoo Lee, Minkyu Kim, Baekseung Kim, Nojun Kwak

arXiv preprint arXiv:2609.33378, 2026.

ACRO: Actor–Critic Rollout Orchestration

Junhoo Lee, Seungyeon Kim, Baekseung Kim, Minkyu Kim, Suhyun Jeon, Jimyeong Kim, Nojun Kwak

Preprint, 2026.

Discriminative Score Function: Turning Pretrained Models into Functional Generative Priors

Junhoo Lee, Hyeonjin Kim, Sangbum Han, Nojun Kwak

The Conference on Neural Information Processing Systems (NeurIPS), 2026.

Clean Data Can Still Carry Backdoors: Support-Persistent Backdoors for Model Reuse

Junhoo Lee*, Baekseung Kim*, Seungyeon Kim, Nojun Kwak

The Conference on Neural Information Processing Systems (NeurIPS), 2026.

ManiFusion: Unlocking High-Throughput Generation via Superposition in Manifold Space

Minkyu Kim, Baekseung Kim, Junhoo Lee, Jangho Kim, Nojun Kwak

The Conference on Neural Information Processing Systems (NeurIPS), 2026.

Unlocking the Potential of Diffusion Language Models through Template Infilling

Junhoo Lee, Seungyeon Kim, Nojun Kwak

Annual Meeting of the Association for Computational Linguistics (ACL), 2026. Long Paper · Oral Presentation

CSF: Black-box Fingerprinting via Compositional Semantics for Text-to-Image Models

Junhoo Lee, Mijin Koo, Nojun Kwak

The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026.

3DROID: A Renderable 3D Gaussian Dataset with Measured Per-Scene Reliability

Wonguen Cho, Junhoo Lee, Nojun Kwak

The 1st Workshop on Physical World AI: Geometry, Characteristics, and Multimodal Sensing at the Conference on Neural Information Processing Systems (NeurIPS), 2026.

Completion Aware Guidance for World Action Models

Seungyeon Kim, Junhoo Lee, Baekseung Kim, Minkyu Kim, Nojun Kwak

Robotics World Modeling Workshop at the Conference on Neural Information Processing Systems (NeurIPS), 2026.

Point-to-Point: Sparse Motion Guidance for Controllable Video Editing

Yeji Song, Jaehyun Lee, Mijin Koo, Junhoo Lee, Nojun Kwak

The 4th AI for Visual Arts Workshop at the European Conference on Computer Vision (AI4VA, ECCV Workshops), 2026.

End-to-End Multi-Entity Customization

Wonhark Park*, Jaehyun Lee*, Wonsik Shin, Junhoo Lee, Nojun Kwak

IET Image Processing, 2026.

Deep Edge Filter: Return of the Human-Crafted Layer in Deep Learning

Dongkwan Lee*, Junhoo Lee*, Nojun Kwak

The Conference on Neural Information Processing Systems (NeurIPS), 2025.

What's Making That Sound Right Now? Video-centric Audio-Visual Localization

Hahyeon Choi, Junhoo Lee, Nojun Kwak

The IEEE/CVF International Conference on Computer Vision (ICCV), 2025.

The Role of Teacher Calibration in Knowledge Distillation

Suyoung Kim, Seonguk Park, Junhoo Lee, Nojun Kwak

IEEE Access, 2025.

Deep Support Vectors

Junhoo Lee, Hyunho Lee, Kyomin Hwang, Nojun Kwak

The Conference on Neural Information Processing Systems (NeurIPS), 2024.

Any-Way Meta Learning

Junhoo Lee, Yearim Kim, Hyunho Lee, Nojun Kwak

The AAAI Conference on Artificial Intelligence (AAAI), 2024.

Do Not Think About Pink Elephant!

Kyomin Hwang*, Suyoung Kim*, Junhoo Lee*, Nojun Kwak

The IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPR Workshops, Responsible Generative AI), 2024.

Coreset Selection for Object Detection

Hojun Lee, Suyoung Kim, Junhoo Lee, Jaeyoung Yoo, Nojun Kwak

The IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPR Workshops, Dataset Distillation), 2024.

Practical Dataset Distillation Based on Deep Support Vectors

Hyunho Lee, Junhoo Lee, Nojun Kwak

The European Conference on Computer Vision Workshops (ECCV Workshops, Dataset Distillation Challenge), 2024.

SHOT: Suppressing the Hessian along the Optimization Trajectory for Gradient-Based Meta-Learning

Junhoo Lee, Jayeon Yoo, Nojun Kwak

The Conference on Neural Information Processing Systems (NeurIPS), 2023.