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Minhyuk Sung

Associate Professor, Korea Advanced Institute of Science & Technology

5 papers at NeurIPS 2025

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Poster Session 1

Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

Inference-Time Scaling for Flow Models via Stochastic Generation and Rollover Budget Forcing

#3801 · Jaihoon Kim, TaeHoon Yoon, Jisung Hwang, Minhyuk Sung

Inference-time scaling for flow models

ORIGEN: Zero-Shot 3D Orientation Grounding in Text-to-Image Generation

#5303 · Yunhong Min, Daehyeon Choi, Kyeongmin Yeo, Jihyun Lee, Minhyuk Sung

Poster Session 4

Thursday, December 4, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Moment- and Power-Spectrum-Based Gaussianity Regularization for Text-to-Image Models

#5507 · Jisung Hwang, Jaihoon Kim, Minhyuk Sung

We propose a novel regularization loss that enforces standard Gaussianity, encouraging samples to align with a standard Gaussian distribution.

Poster Session 5

Friday, December 5, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

Neural Green’s Functions

#2205 · Seungwoo Yoo, Kyeongmin Yeo, Jisung Hwang, Minhyuk Sung

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-Sampler: Initial Particle Sampling for SMC-Based Inference-Time Reward Alignment in Score Models

#613 Spotlight · TaeHoon Yoon, Yunhong Min, Kyeongmin Yeo, Minhyuk Sung