Publications
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An Empirical Investigation of the Role of Pre-training in Lifelong Learning
Sanket Vaibhav Mehta, Darshan Patil, Sarath Chandar, Emma Strubell
In Theory of Continual Learning Workshop, ICML 2021. (Spotlight)
[paper]
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Disentangling 3D Prototypical Networks for Few-Shot Concept Learning
Mihir Prabhudesai*, Shamit Lal*, Darshan Patil* (equal contribution), Hsiao-Yu Tung, Adam W Harley, Katerina Fragkiadaki
In International Conference on Learning Representations 2021.
In Neurips 2020 Object Representations for Learning and Reasoning Workshop. (Spotlight)
[paper]
[code]
[project page]
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Towards modular and programmable architecture search
Renato Negrinho, Darshan Patil, Nghia Le, Daniel Ferreira, Matthew Gormley, Geoffrey Gordon
In In Neural Information Processing Systems 2019.
[paper]
[code]
[framework]