Towards Understanding the Mechanism of Contrastive Learning via Similarity Structure: A Theoretical Analysis H Waida, Y Wada, L Andéol, T Nakagawa, Y Zhang, T Kanamori Joint European Conference on Machine Learning and Knowledge Discovery in …, 2023 | 1 | 2023 |
Deep Clustering With a Constraint for Topological Invariance Based on Symmetric InfoNCE Y Zhang, Y Wada, H Waida, K Goto, Y Hino, T Kanamori Neural Computation 35 (7), 1288-1339, 2023 | 1 | 2023 |
Investigating Self-Supervised Image Denoising with Denaturation H Waida, K Yamazaki, A Tokuhisa, M Wada, Y Wada arXiv preprint arXiv:2405.01124, 2024 | | 2024 |
Denoising cosine similarity: A theory-driven approach for efficient representation learning T Nakagawa, Y Sanada, H Waida, Y Zhang, Y Wada, K Takanashi, ... Neural Networks 169, 226-241, 2024 | | 2024 |