Search Results for author: Nico Schiavone

Found 2 papers, 2 papers with code

Reinforcement Learning with Generative Models for Compact Support Sets

1 code implementation25 Apr 2024 Nico Schiavone, Xingyu Li

In this work, we propose a framework utilizing reinforcement learning as a control for foundation models, allowing for the granular generation of small, focused synthetic support sets to augment the performance of neural network models on real data classification tasks.

reinforcement-learning

MyriadAL: Active Few Shot Learning for Histopathology

1 code implementation24 Oct 2023 Nico Schiavone, Jingyi Wang, Shuangzhi Li, Roger Zemp, Xingyu Li

To this end, we introduce an active few shot learning framework, Myriad Active Learning (MAL), including a contrastive-learning encoder, pseudo-label generation, and novel query sample selection in the loop.

Active Learning Contrastive Learning +2

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