Publications

[P2] Woosung Koh*, Jeyoung Jeon*, Youngjin Song, Yujin Cheon, Soowon Oh, Jaehyeong Choi, Se-Young Yun. mSFT: Addressing Dataset Mixtures Overfiting Heterogeneously in Multi-task SFT. Pre-print
Post-training Multi-task Generalization
[P1] Woosung Koh*, Sungjun Han*, Segyu Lee, Se-Young Yun, Jay Shin. Generative Visual Code Mobile World Models. Pre-print
PDF CODE PROJECT World Model Mobile GUI Code Generation VLM Post-training
[C4] Woosung Koh, Juyoung Suk, Sungjun Han, Se-Young Yun, Jay Shin. Predicting LLM Reasoning Performance with Small Proxy Model. ICLR 2026
PDF DATASET Pre-training Scaling Reasoning Efficiency
[C3] Woosung Koh, Wonbeen Oh, Jaein Jang, MinHyung Lee, Hyeongjin Kim, Ah Yeon Kim, Joonkee Kim, Junghyun Lee, Taehyeon Kim, Se-Young Yun. AdaSTaR: Adaptive Data Sampling for Training Self-Taught Reasoners. NeurIPS 2025
PDF CODE Post-training Reasoning Data Sampling Training Efficiency
[C2] Woosung Koh*, Jang Han Yoon*, MinHyung Lee, Youngjin Song, Jaegwan Cho, Jaehyun Kang, Taehyeon Kim, Se-Young Yun, Youngjae Yu, Bongshin Lee. C$^2$: Scalable Auto-Feedback for LLM-based Chart Generation. NAACL 2025 Main Long (Oral)
PDF CODE PROJECT VIDEO Chart Generation Code Generation VLM-as-a-Judge Inference-time Scaling
[C1] Woosung Koh, Wonbeen Oh, Siyeol Kim, Suhin Shin, Hyeongjin Kim, Jaein Jang, Junghyun Lee, Se-Young Yun. FlickerFusion: Intra-trajectory Domain Generalizing Multi-Agent RL. ICLR 2025
PDF CODE PROJECT Multi-Agent RL Domain Generalization
[W2] Insu Choi*, Woosung Koh*, Gimin Kang, Yuntae Jang, Woo Chang Kim. Encoding Temporal Statistical-space Priors via Augmented Representation. IJCAI 2024 STRL Workshop (Oral)
PDF Spatio-temporal Prediction Financial Markets
[W1] Woosung Koh*, Insu Choi*, Yuntae Jang*, Gimin Kang, Woo Chang Kim. Curriculum Learning and Imitation Learning for Model-free Control on Financial Time-series. AAAI 2024 AI4TS Workshop (Oral)
PDF Reinforcement Learning Financial Markets
[J1] Insu Choi*, Woosung Koh*, Bonwoo Koo*, Woo Chang Kim. Network-based exploratory data analysis and explainable three-stage deep clustering for financial customer profiling. Engineering Applications of Artificial Intelligence (SCIE, Q1)
PDF Explainable AI Personalized AI