Hierarchical Context Merging: Better Long Context Understanding for Pre-trained LLMs. - Woomin Song; Seunghyuk Oh; Sangwoo Mo; Jaehyung Kim 001; Sukmin Yun; Jung-Woo Ha 001; Jinwoo Shin (ICLR, 2024)

Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning. - Jaehyun Nam; Kyuyoung Kim; Seunghyuk Oh; Jihoon Tack; Jaehyung Kim 001; Jinwoo Shin (NeurIPS, 2024)

Sparsified State-Space Models are Efficient Highway Networks. - Woomin Song; Jihoon Tack; Sangwoo Mo; Seunghyuk Oh; Jinwoo Shin (Trans. Mach. Learn. Res., 2025)

ReVISE: Learning to Refine at Test-Time via Intrinsic Self-Verification. - Hyunseok Lee; Seunghyuk Oh; Jaehyung Kim 001; Jinwoo Shin; Jihoon Tack (CoRR, 2025)

Mamba Drafters for Speculative Decoding. - Daewon Choi; Seunghyuk Oh; Saket Dingliwal; Jihoon Tack; Kyuyoung Kim; Woomin Song; Seojin Kim; Insu Han; Jinwoo Shin; Aram Galstyan; Shubham Katiyar; Sravan Babu Bodapati (CoRR, 2025)

UNCAGE: Contrastive Attention Guidance for Masked Generative Transformers in Text-to-Image Generation. - Wonjun Kang; Byeongkeun Ahn; Minjae Lee; Kevin Galim; Seunghyuk Oh; Hyung Il Koo; Nam Ik Cho (CoRR, 2025)