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Mathieu Seurin

2 accepted papers

2021

Don’t Do What Doesn’t Matter: Intrinsic Motivation with Action Usefulness

IJCAI 2021poster

Sparse rewards are double-edged training signals in reinforcement learning: easy to design but hard to optimize. Intrinsic motivation guidances have thus been developed toward alleviating the resulting exploration problem. They usually incentivize agents to look for new states through novelty sign…

2018

Visual Reasoning with Multi-hop Feature Modulation

ECCV 2018poster

Recent breakthroughs in computer vision and natural language processing have spurred interest in challenging multi-modal tasks such as visual question-answering and visual dialogue. For such tasks, one successful approach is to condition image-based convolutional network computation on language via…