Seunghyuk Oh

Publications

• TABED: Test-Time Adaptive Ensemble Drafting for Robust Speculative Decoding in LVLMs
  EACL 2026 Findings
  Minjae Lee*, Wonjun Kang*, Byeongkeun Ahn, Christian Classen, Kevin Galim, Seunghyuk Oh, Minghao Yan, Hyung Il Koo, Kangwook Lee
• UNCAGE: Contrastive Attention Guidance for Masked Generative Transformers in Text-to-Image Generation
  IEEE Access 2026
  Wonjun Kang, Byeongkeun Ahn, Minjae Lee, Kevin Galim, Seunghyuk Oh, Hyung Il Koo, Nam Ik Cho
• ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMs
  ICLR 2026

  project
  Wonjun Kang*, Kevin Galim*, Seunghyuk Oh*, Minjae Lee, Yuchen Zeng, Shuibai Zhang, Coleman Hooper, Yuezhou Hu, Hyung Il Koo, Nam Ik Cho, Kangwook Lee
• Mamba Drafters for Speculative Decoding
  EMNLP 2025 Findings
  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
• ReVISE: Learning to Refine at Test-Time via Intrinsic Self-Verification
  ICML 2025
  Hyunseok Lee*, Seunghyuk Oh*, Jaehyung Kim, Jinwoo Shin, Jihoon Tack
• Sparsified State-Space Models are Efficient Highway Networks
  TMLR 2025
  Woomin Song, Jihoon Tack, Sangwoo Mo, Seunghyuk Oh, Jinwoo Shin
• Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning
  NeurIPS 2024
  Jaehyun Nam*, Kyuyoung Kim*, Seunghyuk Oh, Jihoon Tack, Jaehyung Kim, Jinwoo Shin
• Hierarchical Context Merging: Better Long Context Understanding for Pre-trained LLMs
  ICLR 2024
  Woomin Song*, Seunghyuk Oh*, Sangwoo Mo, Jaehyung Kim, Sukmin Yun, Jung-Woo Ha, Jinwoo Shin

* Equal contribution