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)

Tabular Transfer Learning via Prompting LLMs. - Jaehyun Nam; Woomin Song; Seong Hyeon Park; Jihoon Tack; Sukmin Yun; Jaehyung Kim 001; Kyu Hwan Oh; Jinwoo Shin (CoRR, 2024)

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

Compress, Gather, and Recompute: REFORMing Long-Context Processing in Transformers. - Woomin Song; Sai Muralidhar Jayanthi; Srikanth Ronanki; Kanthashree Mysore Sathyendra; Jinwoo Shin; Aram Galstyan; Shubham Katiyar; Sravan Babu Bodapati (CoRR, 2025)

Accelerated Test-Time Scaling with Model-Free Speculative Sampling. - Woomin Song; Saket Dingliwal; Sai Muralidhar Jayanthi; Bhavana Ganesh; Jinwoo Shin; Aram Galstyan; Sravan Babu Bodapati (CoRR, 2025)

Think Clearly: Improving Reasoning via Redundant Token Pruning. - Daewon Choi; Jimin Lee; Jihoon Tack; Woomin Song; Saket Dingliwal; Sai Muralidhar Jayanthi; Bhavana Ganesh; Jinwoo Shin; Aram Galstyan; Sravan Babu Bodapati (CoRR, 2025)