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Andrea Agostini

2 accepted papers

2024

Unity by Diversity: Improved Representation Learning for Multimodal VAEs

NeurIPS 2024poster

Variational Autoencoders for multimodal data hold promise for many tasks in data analysis, such as representation learning, conditional generation, and imputation. Current architectures either share the encoder output, decoder input, or both across modalities to learn a shared representation. Such…

Cited by 4SourcePDFScholar
2022

Multi-Armed Bandit Problem with Temporally-Partitioned Rewards: When Partial Feedback Counts

IJCAI 2022poster

There is a rising interest in industrial online applications where data becomes available sequentially. Inspired by the recommendation of playlists to users where their preferences can be collected during the listening of the entire playlist, we study a novel bandit setting, namely Multi-Armed Bandi…

Cited by 5SourcePDFScholar