Search Results for author: Mónika Farsang

Found 5 papers, 2 papers with code

Gated Chemical Units

no code implementations30 Jan 2024 Mónika Farsang, Radu Grosu

By observing that the TG corresponds to the forget gate (FG) in traditional gated recurrent units, we provide a new formulation of these units as neural ODEs.

Learning with Chemical versus Electrical Synapses -- Does it Make a Difference?

no code implementations21 Nov 2023 Mónika Farsang, Mathias Lechner, David Lung, Ramin Hasani, Daniela Rus, Radu Grosu

In this work we aim to determine the impact of using chemical synapses compared to electrical synapses, in both sparse and all-to-all connected networks.

Autonomous Driving

Conditionally Risk-Averse Contextual Bandits

1 code implementation24 Oct 2022 Mónika Farsang, Paul Mineiro, Wangda Zhang

Contextual bandits with average-case statistical guarantees are inadequate in risk-averse situations because they might trade off degraded worst-case behaviour for better average performance.

Management Multi-Armed Bandits +1

Decaying Clipping Range in Proximal Policy Optimization

1 code implementation20 Feb 2021 Mónika Farsang, Luca Szegletes

Proximal Policy Optimization (PPO) is among the most widely used algorithms in reinforcement learning, which achieves state-of-the-art performance in many challenging problems.

reinforcement-learning Reinforcement Learning (RL)

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