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08/20/2023
A Comprehensive Empirical Evaluation on Online Continual Learning
Online continual learning aims to get closer to a live learning experien...
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07/17/2023
LuckyMera: a Modular AI Framework for Building Hybrid NetHack Agents
In the last few decades we have witnessed a significant development in A...
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06/19/2023
Partial Hypernetworks for Continual Learning
Hypernetworks mitigate forgetting in continual learning (CL) by generati...
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06/16/2023
Studying Generalization on Memory-Based Methods in Continual Learning
One of the objectives of Continual Learning is to learn new concepts con...
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03/28/2023
Projected Latent Distillation for Data-Agnostic Consolidation in Distributed Continual Learning
Distributed learning on the edge often comprises self-centered devices (...
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02/02/2023
Avalanche: A PyTorch Library for Deep Continual Learning
Continual learning is the problem of learning from a nonstationary strea...
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01/29/2023
Continual Learning for Predictive Maintenance: Overview and Challenges
Machine learning techniques have become one of the main propellers for s...
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01/26/2023
Class-Incremental Learning with Repetition
Real-world data streams naturally include the repetition of previous con...
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01/06/2023
Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual Learning
In recent years we have witnessed a renewed interest in machine learning...
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12/13/2022
3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object Understanding
Continual Learning, also known as Lifelong or Incremental Learning, has ...
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07/04/2022
It's all About Consistency: A Study on Memory Composition for Replay-Based Methods in Continual Learning
Continual Learning methods strive to mitigate Catastrophic Forgetting (C...
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06/29/2022
Continual Learning for Human State Monitoring
Continual Learning (CL) on time series data represents a promising but u...
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06/14/2022
Continual-Learning-as-a-Service (CLaaS): On-Demand Efficient Adaptation of Predictive Models
Predictive machine learning models nowadays are often updated in a state...
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05/19/2022
Continual Pre-Training Mitigates Forgetting in Language and Vision
Pre-trained models are nowadays a fundamental component of machine learn...
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04/12/2022
Generative Negative Replay for Continual Learning
Learning continually is a key aspect of intelligence and a necessary abi...
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03/19/2022
Practical Recommendations for Replay-based Continual Learning Methods
Continual Learning requires the model to learn from a stream of dynamic,...
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02/28/2022
Avalanche RL: a Continual Reinforcement Learning Library
Continual Reinforcement Learning (CRL) is a challenging setting where an...
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02/03/2022
AI-as-a-Service Toolkit for Human-Centered Intelligence in Autonomous Driving
This paper presents a proof-of-concept implementation of the AI-as-a-Ser...
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12/13/2021
Ex-Model: Continual Learning from a Stream of Trained Models
Learning continually from non-stationary data streams is a challenging r...
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12/06/2021
Is Class-Incremental Enough for Continual Learning?
The ability of a model to learn continually can be empirically assessed ...
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11/17/2021
Sustainable Artificial Intelligence through Continual Learning
The increasing attention on Artificial Intelligence (AI) regulation has ...
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10/27/2021
International Workshop on Continual Semi-Supervised Learning: Introduction, Benchmarks and Baselines
The aim of this paper is to formalize a new continual semi-supervised le...
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07/14/2021
TEACHING – Trustworthy autonomous cyber-physical applications through human-centred intelligence
This paper discusses the perspective of the H2020 TEACHING project on th...
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05/24/2021
Continual Learning at the Edge: Real-Time Training on Smartphone Devices
On-device training for personalized learning is a challenging research p...
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05/17/2021
Continual Learning with Echo State Networks
Continual Learning (CL) refers to a learning setup where data is non sta...
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03/29/2021
Distilled Replay: Overcoming Forgetting through Synthetic Samples
Replay strategies are Continual Learning techniques which mitigate catas...
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03/12/2021
Continual Learning for Recurrent Neural Networks: a Review and Empirical Evaluation
Learning continuously during all model lifetime is fundamental to deploy...
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09/14/2020
CVPR 2020 Continual Learning in Computer Vision Competition: Approaches, Results, Current Challenges and Future Directions
In the last few years, we have witnessed a renewed and fast-growing inte...
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07/22/2020
Memory-Latency-Accuracy Trade-offs for Continual Learning on a RISC-V Extreme-Edge Node
AI-powered edge devices currently lack the ability to adapt their embedd...
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04/26/2020
IROS 2019 Lifelong Robotic Vision Challenge – Lifelong Object Recognition Report
This report summarizes IROS 2019-Lifelong Robotic Vision Competition (Li...
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03/20/2020
Online Continual Learning on Sequences
Online continual learning (OCL) refers to the ability of a system to lea...
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12/02/2019
Latent Replay for Real-Time Continual Learning
Training deep networks on light computational devices is nowadays very c...
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11/15/2019
OpenLORIS-Object: A Dataset and Benchmark towards Lifelong Object Recognition
The recent breakthroughs in computer vision have benefited from the avai...
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09/09/2019
Efficient Continual Learning in Neural Networks with Embedding Regularization
Continual learning of deep neural networks is a key requirement for scal...
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07/08/2019
Fine-Grained Continual Learning
Robotic vision is a field where continual learning can play a significan...
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06/29/2019
Continual Learning for Robotics
Continual learning (CL) is a particular machine learning paradigm where ...
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05/24/2019
Continual Reinforcement Learning in 3D Non-stationary Environments
High-dimensional always-changing environments constitute a hard challeng...
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11/13/2018
Intelligent Drone Swarm for Search and Rescue Operations at Sea
In recent years, a rising numbers of people arrived in the European Unio...
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10/31/2018
Don't forget, there is more than forgetting: new metrics for Continual Learning
Continual learning consists of algorithms that learn from a stream of da...
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10/12/2018
Custom Dual Transportation Mode Detection by Smartphone Devices Exploiting Sensor Diversity
Making applications aware of the mobility experienced by the user can op...
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06/22/2018
Continuous Learning in Single-Incremental-Task Scenarios
It was recently shown that architectural, regularization and rehearsal s...
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05/09/2017
CORe50: a New Dataset and Benchmark for Continuous Object Recognition
Continuous/Lifelong learning of high-dimensional data streams is a chall...
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11/10/2015