Search Results for author: Igor Kuznetsov

Found 4 papers, 2 papers with code

Guided Exploration in Reinforcement Learning via Monte Carlo Critic Optimization

1 code implementation25 Jun 2022 Igor Kuznetsov

We address these challenges by proposing a novel guided exploration method that uses a differential directional controller to incorporate scalable exploratory action correction.

Continuous Control reinforcement-learning +1

Solving Continuous Control with Episodic Memory

1 code implementation16 Jun 2021 Igor Kuznetsov, Andrey Filchenkov

The application of episodic memory for continuous control with a large action space is not trivial.

Continuous Control OpenAI Gym +1

Interpretable Few-Shot Learning via Linear Distillation

no code implementations13 Jun 2019 Arip Asadulaev, Igor Kuznetsov, Andrey Filchenkov

It is important to develop mathematically tractable models than can interpret knowledge extracted from the data and provide reasonable predictions.

Few-Shot Learning regression

Conditioning of Reinforcement Learning Agents and its Policy Regularization Application

no code implementations13 Jun 2019 Arip Asadulaev, Igor Kuznetsov, Gideon Stein, Andrey Filchenkov

In this paper, we try to answer the following question: Can information about policy conditioning help to shape a more stable and general policy of reinforcement learning agents?

Continuous Control reinforcement-learning +1

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