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Danilo J. Rezende

3 accepted papers

2021

PARTS: Unsupervised Segmentation With Slots, Attention and Independence Maximization

ICCV 2021poster

From an early age, humans perceive the visual world as composed of coherent objects with distinctive properties such as shape, size, and color. There is great interest in building models that are able to learn similar structure, ideally in an unsupervised manner. Learning such structure from complex…

Cited by 53PDFScholar
2020

Hamiltonian Generative Networks

ICLR 2020spotlight

The Hamiltonian formalism plays a central role in classical and quantum physics. Hamiltonians are the main tool for modelling the continuous time evolution of systems with conserved quantities, and they come equipped with many useful properties, like time reversibility and smooth interpolation in ti…

Cited by 264SourceScholar
2019

Beyond Greedy Ranking: Slate Optimization via List-CVAE

ICLR 2019poster

The conventional approach to solving the recommendation problem greedily ranks individual document candidates by prediction scores. However, this method fails to optimize the slate as a whole, and hence, often struggles to capture biases caused by the page layout and document interdepedencies. The s…

Cited by 51SourcePDFScholar