Woomin Song

According to our database, Woomin Song authored at least 10 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2026

IdleSpec: Exploiting Idle Time via Speculative Planning for LLM Agents.

Daewon Choi, Kyunghyun Park, Woomin Song, Saket Dingliwal, Sai Muralidhar Jayanthi, Jinwoo Shin, Aram Galstyan

CoRR, May, 2026

ExComm: Exploration-Stage Communication for Error-Resilient Agentic Test-Time Scaling.

Woomin Song, Beomjun Kim, Daewon Choi, Sai Muralidhar Jayanthi, Saket Dingliwal, Jinwoo Shin, Aram Galstyan

CoRR, May, 2026

RoboAlign: Learning Test-Time Reasoning for Language-Action Alignment in Vision-Language-Action Models.

Dongyoung Kim, Sumin Park, Woomin Song, Seungku Kim, Taeyoung Kim, Huiwon Jang, Jinwoo Shin, Jaehyung Kim, Younggyo Seo

CoRR, March, 2026

2025

Sparsified State-Space Models are Efficient Highway Networks.

Woomin Song, Jihoon Tack, Sangwoo Mo, Seunghyuk Oh, Jinwoo Shin

Trans. Mach. Learn. Res., 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

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 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

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 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

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2025, 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

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2025, 2025

2024

Tabular Transfer Learning via Prompting LLMs.

Jaehyun Nam, Woomin Song, Seong Hyeon Park, Jihoon Tack, Sukmin Yun, Jaehyung Kim, Kyu Hwan Oh, Jinwoo Shin

CoRR, 2024

Hierarchical Context Merging: Better Long Context Understanding for Pre-trained LLMs.

Woomin Song, Seunghyuk Oh, Sangwoo Mo, Jaehyung Kim, Sukmin Yun, Jung-Woo Ha, Jinwoo Shin

Proceedings of the Twelfth International Conference on Learning Representations, 2024