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06/06/2023
Quick-Tune: Quickly Learning Which Pretrained Model to Finetune and How
With the ever-increasing number of pretrained models, machine learning p...
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07/16/2022
On the Importance of Hyperparameters and Data Augmentation for Self-Supervised Learning
Self-Supervised Learning (SSL) has become a very active area of Deep Lea...
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06/16/2022
Zero-Shot AutoML with Pretrained Models
Given a new dataset D and a low compute budget, how should we choose a p...
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06/15/2022
Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification
Although deep neural networks are capable of achieving performance super...
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02/06/2022
Learning Synthetic Environments and Reward Networks for Reinforcement Learning
We introduce Synthetic Environments (SEs) and Reward Networks (RNs), rep...
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01/24/2021
Learning Synthetic Environments for Reinforcement Learning with Evolution Strategies
This work explores learning agent-agnostic synthetic environments (SEs) ...
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03/20/2020
Beyond the Code: Mining Self-Admitted Technical Debt in Issue Tracker Systems
Self-admitted technical debt (SATD) is a particular case of Technical De...
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10/24/2019
UniGrasp: Learning a Unified Model to Grasp with N-Fingered Robotic Hands
To achieve a successful grasp, gripper attributes including geometry and...
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09/25/2019
Software Engineering Meets Deep Learning: A Literature Review
Deep learning (DL) is being used nowadays in many traditional software e...
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09/09/2019
Learning Visual Dynamics Models of Rigid Objects using Relational Inductive Biases
Endowing robots with human-like physical reasoning abilities remains cha...
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07/21/2019
Noise Regularization for Conditional Density Estimation
Modelling statistical relationships beyond the conditional mean is cruci...
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03/03/2019
Conditional Density Estimation with Neural Networks: Best Practices and Benchmarks
Given a set of empirical observations, conditional density estimation ai...
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07/02/2018
Introducing the Simulated Flying Shapes and Simulated Planar Manipulator Datasets
We release two artificial datasets, Simulated Flying Shapes and Simulate...
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01/12/2018