2 papers
cs.LG2026
R2R2: Robust Representation for Intensive Experience Reuse via Redundancy Reduction in Self-Predictive Learning
Sanghyeob Song, Donghyeok Lee, Jinsik Kim +1
For reinforcement learning in data-scarce domains like real-world robotics, intensive data reuse enhances efficiency but induces overfitting. While prior works focus on critic bias…
cs.CV2024
Unsupervised Homography Estimation on Multimodal Image Pair via Alternating Optimization
Sanghyeob Song, Jaihyun Lew, Hyemi Jang +1
Estimating the homography between two images is crucial for mid- or high-level vision tasks, such as image stitching and fusion. However, using supervised learning methods is often…