Nikaash Puri | DeepAI

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∙ 06/28/2023

SARC: Soft Actor Retrospective Critic

The two-time scale nature of SAC, which is an actor-critic algorithm, is...

0 Sukriti Verma, et al. ∙

∙ 05/16/2023

HyHTM: Hyperbolic Geometry based Hierarchical Topic Models

Hierarchical Topic Models (HTMs) are useful for discovering topic hierar...

0 Simra Shahid, et al. ∙

∙ 11/23/2021

Status-quo policy gradient in Multi-Agent Reinforcement Learning

Individual rationality, which involves maximizing expected individual re...

0 Pinkesh Badjatiya, et al. ∙

∙ 09/08/2021

Video2Skill: Adapting Events in Demonstration Videos to Skills in an Environment using Cyclic MDP Homomorphisms

Humans excel at learning long-horizon tasks from demonstrations augmente...

12 Sumedh A. Sontakke, et al. ∙

∙ 05/14/2021

Information-theoretic Evolution of Model Agnostic Global Explanations

Explaining the behavior of black box machine learning models through hum...

0 Sukriti Verma, et al. ∙

∙ 10/06/2020

Unsupervised Hierarchical Concept Learning

Discovering concepts (or temporal abstractions) in an unsupervised manne...

20 Sumegh Roychowdhury, et al. ∙

∙ 09/03/2020

MixBoost: Synthetic Oversampling with Boosted Mixup for Handling Extreme Imbalance

Training a classification model on a dataset where the instances of one ...

53 Anubha Kabra, et al. ∙

∙ 01/15/2020

Inducing Cooperation in Multi-Agent Games Through Status-Quo Loss

Social dilemma situations bring out the conflict between individual and ...

10 Pinkesh Badjatiya, et al. ∙

∙ 01/15/2020

Inducing Cooperative behaviour in Sequential-Social dilemmas through Multi-Agent Reinforcement Learning using Status-Quo Loss

In social dilemma situations, individual rationality leads to sub-optima...

0 Pinkesh Badjatiya, et al. ∙

∙ 12/23/2019

Explain Your Move: Understanding Agent Actions Using Focused Feature Saliency

As deep reinforcement learning (RL) is applied to more tasks, there is a...

10 Piyush Gupta, et al. ∙

∙ 06/22/2017

MAGIX: Model Agnostic Globally Interpretable Explanations

Explaining the behavior of a black box machine learning model at the ins...

0 Nikaash Puri, et al. ∙

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