On the exact relationship between the denoising function and the data distribution. - Heikki Arponen; Matti Herranen; Harri Valpola (CoRR, 2017)

SHREWD: Semantic Hierarchy-based Relational Embeddings for Weakly-supervised Deep Hashing. - Heikki Arponen; Tom E. Bishop (CoRR, 2019)

Learning to hash with semantic similarity metrics and empirical KL divergence. - Heikki Arponen; Tom E. Bishop (CoRR, 2020)

Learning by Hallucinating: Vision-Language Pre-training with Weak Supervision. - Tzu-Jui Julius Wang; Jorma Laaksonen; Tomas Langer; Heikki Arponen; Tom E. Bishop (WACV, 2023)