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06/19/2023
Neuro-Symbolic Bi-Directional Translation – Deep Learning Explainability for Climate Tipping Point Research
In recent years, there has been an increase in using deep learning for c...
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02/16/2023
A Generative Adversarial Network for Climate Tipping Point Discovery (TIP-GAN)
We propose a new Tipping Point Generative Adversarial Network (TIP-GAN) ...
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02/14/2023
Using Artificial Intelligence to aid Scientific Discovery of Climate Tipping Points
We propose a hybrid Artificial Intelligence (AI) climate modeling approa...
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11/28/2022
Context-Adaptive Deep Neural Networks via Bridge-Mode Connectivity
The deployment of machine learning models in safety-critical application...
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07/28/2022
Latent Properties of Lifelong Learning Systems
Creating artificial intelligence (AI) systems capable of demonstrating l...
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03/14/2022
L2Explorer: A Lifelong Reinforcement Learning Assessment Environment
Despite groundbreaking progress in reinforcement learning for robotics, ...
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12/01/2021
Meta Arcade: A Configurable Environment Suite for Meta-Learning
Most approaches to deep reinforcement learning (DRL) attempt to solve a ...
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11/01/2021
Machine Learning aided Crop Yield Optimization
We present a crop simulation environment with an OpenAI Gym interface, a...
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09/09/2021
SanitAIs: Unsupervised Data Augmentation to Sanitize Trojaned Neural Networks
The application of self-supervised methods has resulted in broad improve...
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06/14/2021
Poisoning Deep Reinforcement Learning Agents with In-Distribution Triggers
In this paper, we propose a new data poisoning attack and apply it to de...
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06/22/2020
PICO: Primitive Imitation for COntrol
In this work, we explore a novel framework for control of complex system...
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03/13/2020