Hyung Il Koo

Draft-based Approximate Inference for LLMs

ParallelBench: Understanding the Trade-offs of Parallel Decoding in Diffusion LLMs

ReJump: A Tree-Jump Representation for Analyzing and Improving LLM Reasoning

VersaPRM: Multi-Domain Process Reward Model via Synthetic Reasoning Data

Parameter-Efficient Fine-Tuning of State Space Models

Parameter-Efficient Fine-Tuning of State Space Models

In-batch Ensemble Drafting: Toward Fast and Robust Speculative Decoding for Multimodal Language Models