| 2025 | ACL | Enhancing LLM Agent Safety via Causal Influence Prompting. | Dongyoon Hahm, Woogyeol Jin, June Suk Choi, Sungsoo Ahn, Kimin Lee |
| 2025 | ACL | Structural Reasoning Improves Molecular Understanding of LLM. | Yunhui Jang, Jaehyung Kim, Sungsoo Ahn |
| 2025 | EMNLP | Self-Training Large Language Models with Confident Reasoning. | Hyosoon Jang, Yunhui Jang, Sungjae Lee, Jungseul Ok, Sungsoo Ahn |
| 2025 | EMNLP | Improving Chemical Understanding of LLMs via SMILES Parsing. | Yunhui Jang, Jaehyung Kim, Sungsoo Ahn |
| 2025 | EMNLP | MT-Mol: Multi Agent System with Tool-based Reasoning for Molecular Optimization. | Hyomin Kim, Yunhui Jang, Sungsoo Ahn |
| 2025 | ICLR | Adaptive teachers for amortized samplers. | Minsu Kim, Sanghyeok Choi, Taeyoung Yun, Emmanuel Bengio, Leo Feng, Jarrid Rector-Brooks, Sungsoo Ahn, Jinkyoo Park, Nikolay Malkin, Yoshua Bengio |
| 2025 | ICLR | MOFFlow: Flow Matching for Structure Prediction of Metal-Organic Frameworks. | Nayoung Kim, Seongsu Kim, Minsu Kim, Jinkyoo Park, Sungsoo Ahn |
| 2025 | ICLR | REBIND: Enhancing Ground-state Molecular Conformation Prediction via Force-Based Graph Rewiring. | Taewon Kim, Hyunjin Seo, Sungsoo Ahn, Eunho Yang |
| 2025 | ICLR | Generative Flows on Synthetic Pathway for Drug Design. | Seonghwan Seo, Minsu Kim, Tony Shen, Martin Ester, Jinkyoo Park, Sungsoo Ahn, Woo Youn Kim |
| 2025 | ICLR | Transition Path Sampling with Improved Off-Policy Training of Diffusion Path Samplers. | Kiyoung Seong, Seonghyun Park, Seonghwan Kim, Woo Youn Kim, Sungsoo Ahn |
| 2025 | KDD | RL4CO: An Extensive Reinforcement Learning for Combinatorial Optimization Benchmark. | Federico Berto, Chuanbo Hua, Junyoung Park, Laurin Luttmann, Yining Ma, Fanchen Bu, Jiarui Wang, Haoran Ye, Minsu Kim, Sanghyeok Choi, Nayeli Gast Zepeda, Andr Hottung, Jianan Zhou, Jieyi Bi, Yu Hu, Fei Liu, Hyeonah Kim, Jiwoo Son, Haeyeon Kim, Davide Angioni, Wouter Kool, Zhiguang Cao, Qingfu Zhang, Joungho Kim, Jie Zhang, Kijung Shin, Cathy Wu, Sungsoo Ahn, Guojie Song, Changhyun Kwon, Kevin Tierney, Lin Xie, Jinkyoo Park |
| 2024 | ICLR | Learning Energy Decompositions for Partial Inference in GFlowNets. | Hyosoon Jang, Minsu Kim, Sungsoo Ahn |
| 2024 | ICLR | Graph Generation with K2-trees. | Yunhui Jang, Dongwoo Kim, Sungsoo Ahn |
| 2024 | ICLR | A Simple and Scalable Representation for Graph Generation. | Yunhui Jang, Seul Lee, Sungsoo Ahn |
| 2024 | ICLR | Local Search GFlowNets. | Minsu Kim, Taeyoung Yun, Emmanuel Bengio, Dinghuai Zhang, Yoshua Bengio, Sungsoo Ahn, Jinkyoo Park |
| 2024 | ICML | Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More. | Fanchen Bu, Hyeonsoo Jo, Soo Yong Lee, Sungsoo Ahn, Kijung Shin |
| 2024 | ICML | Gaussian Plane-Wave Neural Operator for Electron Density Estimation. | Seongsu Kim, Sungsoo Ahn |
| 2024 | ICML | Hybrid Neural Representations for Spherical Data. | Hyomin Kim, Yunhui Jang, Jaeho Lee, Sungsoo Ahn |
| 2024 | ICML | Improving Robustness to Multiple Spurious Correlations by Multi-Objective Optimization. | Nayeong Kim, Juwon Kang, Sungsoo Ahn, Jungseul Ok, Suha Kwak |
| 2024 | ICML | Symmetric Replay Training: Enhancing Sample Efficiency in Deep Reinforcement Learning for Combinatorial Optimization. | Hyeonah Kim, Minsu Kim, Sungsoo Ahn, Jinkyoo Park |
| 2024 | ICML | Breadth-First Exploration on Adaptive Grid for Reinforcement Learning. | Youngsik Yoon, Gangbok Lee, Sungsoo Ahn, Jungseul Ok |
| 2024 | IJCAI | EPIC: Graph Augmentation with Edit Path Interpolation via Learnable Cost. | Jaeseung Heo, Seungbeom Lee, Sungsoo Ahn, Dongwoo Kim |
| 2024 | WACV | Controllable Text-to-Image Synthesis for Multi-Modality MR Images. | Kyuri Kim, Yoonho Na, Sung-Joon Ye, Jimin Lee, Sungsoo Ahn, Ji Eun Park, Hwiyoung Kim |
| 2023 | ICLR | Imitating Graph-Based Planning with Goal-Conditioned Policies. | Junsu Kim, Younggyo Seo, Sungsoo Ahn, Kyunghwan Son, Jinwoo Shin |
| 2023 | ICML | A Closer Look at the Intervention Procedure of Concept Bottleneck Models. | Sungbin Shin, Yohan Jo, Sungsoo Ahn, Namhoon Lee |
| 2022 | ICLR | Spanning Tree-based Graph Generation for Molecules. | Sungsoo Ahn, Binghong Chen, Tianzhe Wang, Le Song |
| 2022 | ICLR | What Makes Better Augmentation Strategies? Augment Difficult but Not too Different. | Jaehyung Kim, Dongyeop Kang, Sungsoo Ahn, Jinwoo Shin |
| 2022 | ICML | Disentangling Sources of Risk for Distributional Multi-Agent Reinforcement Learning. | Kyunghwan Son, Junsu Kim, Sungsoo Ahn, Roben Delos Reyes, Yung Yi, Jinwoo Shin |
| 2021 | ICLR | Layer-adaptive Sparsity for the Magnitude-based Pruning. | Jaeho Lee, Sejun Park, Sangwoo Mo, Sungsoo Ahn, Jinwoo Shin |
| 2021 | ICML | Self-Improved Retrosynthetic Planning. | Junsu Kim, Sungsoo Ahn, Hankook Lee, Jinwoo Shin |
| 2021 | IJCAI | RetCL: A Selection-based Approach for Retrosynthesis via Contrastive Learning. | Hankook Lee, Sungsoo Ahn, Seung-Woo Seo, You Young Song, Eunho Yang, Sung Ju Hwang, Jinwoo Shin |
| 2020 | ICML | Learning What to Defer for Maximum Independent Sets. | Sungsoo Ahn, Younggyo Seo, Jinwoo Shin |
| 2020 | MICCAI | Differentiation of Recurrent Glioblastoma from Radiation Necrosis Using Diffusion Radiomics: Machine Learning Model Development and External Validation. | Yae Won Park, Ji Eun Park, Sungsoo Ahn, Hwiyoung Kim, Ho Sung Kim, Seung-Koo Lee |
| 2019 | CVPR | Variational Information Distillation for Knowledge Transfer. | Sungsoo Ahn, Shell Xu Hu, Andreas C. Damianou, Neil D. Lawrence, Zhenwen Dai |
| 2018 | AISTATS | Gauged Mini-Bucket Elimination for Approximate Inference. | Sungsoo Ahn, Michael Chertkov, Jinwoo Shin, Adrian Weller |
| 2018 | ICML | Bucket Renormalization for Approximate Inference. | Sungsoo Ahn, Michael Chertkov, Adrian Weller, Jinwoo Shin |
| 2011 | ICCSA | Performance Analysis of MIMO System Utilizing the Detection Algorithm. | Sungsoo Ahn, Dong-Young Lee |
| 2011 | ICCSA | A Study on Hierarchical Policy Model for Managing Heterogeneous Security Systems. | Dong-Young Lee, Sungsoo Ahn, Minsoo Kim |
| 2006 | ICCSA | Performance Analysis Using the Two Kinds of Receiving Gain of Smart Antenna in IS20001X System. | Sungsoo Ahn, Minsoo Kim, Jungsuk Lee |
| 2005 | KES | Performance Analysis of a Antenna Array System Using a New Beamforming Algorithm in the CDMA2000 1X Wireless Communication. | Sungsoo Ahn, Minsoo Kim, Jungsuk Lee, Dong-Young Lee |
| 2001 | VTC | A novel on-off algorithm for smart antenna system operating in IMT2000 mobile communications. | Zhengzi Li, Sungsoo Ahn, Seungwon Choi |