Search Results for author: Phanideep Gampa

Found 5 papers, 0 papers with code

Investigating the locality of neural network training dynamics

no code implementations1 Nov 2021 Soham Dan, Phanideep Gampa, Anirbit Mukherjee

In the recent past a certain property of neural training trajectories in weight-space had been isolated, that of "local elasticity" ($\srel$) - which attempts to quantify the propagation of influence of a sampled data point on the prediction at another data point.

Factorizing Declarative and Procedural Knowledge in Structured, Dynamical Environments

no code implementations ICLR 2021 Anirudh Goyal, Alex Lamb, Phanideep Gampa, Philippe Beaudoin, Charles Blundell, Sergey Levine, Yoshua Bengio, Michael Curtis Mozer

To use a video game as an illustration, two enemies of the same type will share schemata but will have separate object files to encode their distinct state (e. g., health, position).

Object Files and Schemata: Factorizing Declarative and Procedural Knowledge in Dynamical Systems

no code implementations29 Jun 2020 Anirudh Goyal, Alex Lamb, Phanideep Gampa, Philippe Beaudoin, Sergey Levine, Charles Blundell, Yoshua Bengio, Michael Mozer

To use a video game as an illustration, two enemies of the same type will share schemata but will have separate object files to encode their distinct state (e. g., health, position).

BanditRank: Learning to Rank Using Contextual Bandits

no code implementations23 Oct 2019 Phanideep Gampa, Sumio Fujita

In the domain of learning to rank for IR, current deep learning models are trained on objective functions different from the measures they are evaluated on.

Information Retrieval Learning-To-Rank +2

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