Search Results for author: Abhinav Ganesh

Found 3 papers, 1 papers with code

On the geometry of generalization and memorization in deep neural networks

no code implementations ICLR 2021 Cory Stephenson, Suchismita Padhy, Abhinav Ganesh, Yue Hui, Hanlin Tang, SueYeon Chung

Understanding how large neural networks avoid memorizing training data is key to explaining their high generalization performance.

Memorization

Generalization to Novel Objects using Prior Relational Knowledge

no code implementations26 Jun 2019 Varun Kumar Vijay, Abhinav Ganesh, Hanlin Tang, Arjun Bansal

To solve tasks in new environments involving objects unseen during training, agents must reason over prior information about those objects and their relations.

Knowledge Graphs

Monaural Audio Speaker Separation with Source Contrastive Estimation

1 code implementation12 May 2017 Cory Stephenson, Patrick Callier, Abhinav Ganesh, Karl Ni

Although the matrix determined by the output weights is dependent on a set of known speakers, we only use the input vectors during inference.

Speaker Separation

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