Experience Replay for Continual Learning

[1811.11682] Experience Replay for Continual Learning - arXiv

We explore a straightforward, general, and seemingly overlooked solution - that of using experience replay buffers for all past events.

Experience Replay for Continual Learning - NIPS

We introduce CLEAR, a replay-based method that greatly reduces catastrophic forgetting in multi-task reinforcement learning.

Experience Replay for Continual Learning

Here, we introduce CLEAR, a replay-based method that greatly reduces catastrophic forgetting in multi-task reinforcement learning. CLEAR leverages off-policy ...

Experience replay for continual learning - ACM Digital Library

In the brain, replay of past experience is widely believed to reduce forgetting, yet it has been largely overlooked as a solution to forgetting in deep ...

[2305.13622] Continual Learning with Strong Experience Replay

We propose a CL method with Strong Experience Replay (SER), which additionally utilizes future experiences mimicked on the current training data.

Rethinking Experience Replay: a Bag of Tricks for Continual Learning

Code to reproduce the experiments of "Rethinking Experience Replay: a Bag of Tricks for Continual Learning" - hastings24/rethinking_er.

Reviews: Experience Replay for Continual Learning

While the approach is of moderate novelty, it has the interesting property compared to the more complex approaches at the state of the art (e.g. Progress and ...

Learning Bayesian Sparse Networks with Full Experience Replay for ...

To do so, we propose a Sparse neural Network for Continual Learn- ing (SNCL), which employs variational Bayesian sparsity priors on the activations of the ...

Brain-inspired replay for continual learning with artificial neural ...

a Exact or experience replay, which views the hippocampus as a memory buffer in which experiences can simply be stored, akin to traditional ...

Experience Replay for Continual Learning | Connected Papers Search

For consistently learning on all sequential tasks, an agent requires acquiring new knowledge and meanwhile preserving old knowledge in an ...

An adaptive experience replay approach for continual lifelong learning

In this paper, we present a novel algorithm, called adaptive-experience replay (AdaER), to address the challenge of continual lifelong learning. AdaER consists ...

Uncertainty-aware enhanced dark experience replay for continual ...

The replay-based approaches are a notable family of methods among many efforts on Continual Learning, where memory sampling strat- egy and ...

Prioritized Experience Replay for Continual Learning - IEEE Xplore

Experimental results show that prioritized experiences have a positive impact on alleviating catastrophic forgetting, and replaying prioritized experiences ...

Error Sensitivity Modulation based Experience Replay - OpenReview

This paper proposes a new replay-based method for continual learning. The proposed ESMER is a dual memory rehearsal-based system which has a ...

[R] "Experience Replay for Continual Learning", Rolnick et al 2018

45K subscribers in the reinforcementlearning community. Reinforcement learning is a subfield of AI/statistics focused on ...

Continual Learning by Adaptively Tuning Task-wise Relationship

Revisiting Experience Replay: Continual Learning by Adaptively Tuning Task-wise Relationship · Quanziang Wang, Yuexiang Li, +4 authors. Deyu Meng · Published in ...

Search for Experience Replay for Continual Learning

Relay Hindsight Experience Replay: Self-Guided Continual Reinforcement Learning for Sequential Object Manipulation Tasks with Sparse Rewards ... To solve these ...

What is "experience replay" and what are its benefits?

In DQN, the DeepMind team also maintained two networks and switched which one was learning and which one feeding in current action-value ...

Selective Experience Replay for Lifelong Learning - Semantic Scholar

... experience replay to retain current task experience, and the long- term experience replay retains all past tasks' experience to achieve continual learning.

Experience Replay for Continual Learning [PDF] - Reddit

Experience Replay for Continual Learning [PDF] : A DeepMind Publication. r/deeplearning • 6 yr. ago. Experience Replay for Continual Learning ...