Methods › General › Meta-Learning Algorithms › MAML › Papers, page 2
Model-Agnostic Meta-Learning
MAML
Papers archive 2025-07-28
archive papers tagged: 232 · with a code link: 90 · where Syntology ran a sample: 28 (18 with a run with no instrument failure, 10 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (28 of 232 tagged: 18 with a run with no instrument failure, 10 where every run was a failure of Syntology's instrument)
Page 2 of 3: papers 101 to 200 of 232, newest first by the archive's date (ties by slug), in archive order.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.
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Meta-Learning with Task-Adaptive Loss Function for Few-Shot Learning 8 Oct 2021 · 1 repository · arXiv:2110.03909Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis 29 Sep 2021 · 1 repository · arXiv:2109.14595Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Unraveling Model-Agnostic Meta-Learning via The Adaptation Learning Rate 29 Sep 2021 · 0 repositories
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Sign-MAML: Efficient Model-Agnostic Meta-Learning by SignSGD 15 Sep 2021 · 1 repository · arXiv:2109.07497
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Rapid Model Architecture Adaption for Meta-Learning 10 Sep 2021 · 0 repositories · arXiv:2109.04925
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Bootstrapped Meta-Learning 9 Sep 2021 · 1 repository · arXiv:2109.04504
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Learning to Segment Medical Images from Few-Shot Sparse Labels 12 Aug 2021 · 1 repository · arXiv:2108.05476
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Multimodal Meta-Learning for Time Series Regression 5 Aug 2021 · 0 repositories · arXiv:2108.02842
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Bilevel Optimization for Machine Learning: Algorithm Design and Convergence Analysis 31 Jul 2021 · 0 repositories · arXiv:2108.00330
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Will Multi-modal Data Improves Few-shot Learning? 25 Jul 2021 · 0 repositories · arXiv:2107.11853
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Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation 21 Jul 2021 · 2 repositories · arXiv:2107.09842
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How to Train Your MAML to Excel in Few-Shot Classification 30 Jun 2021 · 1 repository · arXiv:2106.16245Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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MAML is a Noisy Contrastive Learner in Classification 29 Jun 2021 · 1 repository · arXiv:2106.15367Syntology 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; the one sample that ran constructed an object rather than computing a result (of 1 harvested sample)
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Compositional federated learning: Applications in distributionally robust averaging and meta learning 21 Jun 2021 · 0 repositories · arXiv:2106.11264
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Memory-Based Optimization Methods for Model-Agnostic Meta-Learning and Personalized Federated Learning 9 Jun 2021 · 1 repository · arXiv:2106.04911
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Meta-learning with implicit gradients in a few-shot setting for medical image segmentation 6 Jun 2021 · 0 repositories · arXiv:2106.03223
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Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition 5 Jun 2021 · 0 repositories · arXiv:2106.04392
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Minimax and Neyman-Pearson Meta-Learning for Outlier Languages 2 Jun 2021 · 1 repository · arXiv:2106.01051
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Energy-Efficient and Federated Meta-Learning via Projected Stochastic Gradient Ascent 31 May 2021 · 0 repositories · arXiv:2105.14772
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Exploring the Similarity of Representations in Model-Agnostic Meta-Learning 12 May 2021 · 1 repository · arXiv:2105.05757Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 3 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 8 harvested samples) · 3 pointer-only (licence)
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Long Short-Term Temporal Meta-learning in Online Recommendation 8 May 2021 · 0 repositories · arXiv:2105.03686
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Few-Shot Learning for Image Classification of Common Flora 7 May 2021 · 1 repository · arXiv:2105.03056
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How Fine-Tuning Allows for Effective Meta-Learning 5 May 2021 · 0 repositories · arXiv:2105.02221
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Stateless Neural Meta-Learning using Second-Order Gradients 21 Apr 2021 · 1 repository · arXiv:2104.10527
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X-METRA-ADA: Cross-lingual Meta-Transfer Learning Adaptation to Natural Language Understanding and Question Answering 20 Apr 2021 · 1 repository · arXiv:2104.09696
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Repurposing Pretrained Models for Robust Out-of-domain Few-Shot Learning 16 Mar 2021 · 1 repository · arXiv:2103.09027Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Accelerating Online Reinforcement Learning via Model-Based Meta-Learning 15 Mar 2021 · 0 repositories
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Robust MAML: Prioritization task buffer with adaptive learning process for model-agnostic meta-learning 15 Mar 2021 · 0 repositories · arXiv:2103.08233
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Meta-Learning with MAML on Trees 8 Mar 2021 · 0 repositories · arXiv:2103.04691
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Trajectory-Based Meta-Learning for Out-Of-Vocabulary Word Embedding Learning 24 Feb 2021 · 0 repositories · arXiv:2102.12266
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On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning 20 Feb 2021 · 1 repository · arXiv:2102.10454
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Generalization of Model-Agnostic Meta-Learning Algorithms: Recurring and Unseen Tasks 7 Feb 2021 · 0 repositories · arXiv:2102.03832
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Meta-Learning with Neural Tangent Kernels 7 Feb 2021 · 0 repositories · arXiv:2102.03909
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Meta-learning with negative learning rates 1 Feb 2021 · 0 repositories · arXiv:2102.00940
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On Data Efficiency of Meta-learning 30 Jan 2021 · 0 repositories · arXiv:2102.00127
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Stress Testing of Meta-learning Approaches for Few-shot Learning 21 Jan 2021 · 0 repositories · arXiv:2101.08587
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Magnification Generalization for Histopathology Image Embedding 18 Jan 2021 · 1 repository · arXiv:2101.07757
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Linear Representation Meta-Reinforcement Learning for Instant Adaptation 12 Jan 2021 · 0 repositories · arXiv:2101.04750
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Few-Shot Learning with Class Imbalance 7 Jan 2021 · 1 repository · arXiv:2101.02523Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Fixed-MAML for Few Shot Classification in Multilingual Speech Emotion Recognition 5 Jan 2021 · 1 repository · arXiv:2101.01356
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Attacking Few-Shot Classifiers with Adversarial Support Sets 1 Jan 2021 · 0 repositories
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B-SMALL: A Bayesian Neural Network approach to Sparse Model-Agnostic Meta-Learning 1 Jan 2021 · 1 repository · arXiv:2101.00203
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Meta-GMVAE: Mixture of Gaussian VAE for Unsupervised Meta-Learning 1 Jan 2021 · 1 repository
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Meta-Learning in Reproducing Kernel Hilbert Space 1 Jan 2021 · 0 repositories
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Model agnostic meta-learning on trees 1 Jan 2021 · 0 repositories
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Optimal allocation of data across training tasks in meta-learning 1 Jan 2021 · 0 repositories
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To Learn Effective Features: Understanding the Task-Specific Adaptation of MAML 1 Jan 2021 · 0 repositories
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Personalized Adaptive Meta Learning for Cold-start User Preference Prediction 22 Dec 2020 · 0 repositories · arXiv:2012.11842
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Performance-Weighed Policy Sampling for Meta-Reinforcement Learning 10 Dec 2020 · 0 repositories · arXiv:2012.06016
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SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning 3 Dec 2020 · 0 repositories · arXiv:2012.01784
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Look-ahead Meta Learning for Continual Learning 1 Dec 2020 · 2 repositories
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Meta-Information Guided Meta-Learning for Few-Shot Relation Classification 1 Dec 2020 · 1 repository
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Online Fast Adaptation and Knowledge Accumulation (OSAKA): a New Approach to Continual Learning 1 Dec 2020 · 0 repositories
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OOD-MAML: Meta-Learning for Few-Shot Out-of-Distribution Detection and Classification 1 Dec 2020 · 0 repositories
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Feature Learning in Infinite-Width Neural Networks 30 Nov 2020 · 4 repositories · arXiv:2011.14522Syntology community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Making Graph Neural Networks Worth It for Low-Data Molecular Machine Learning 24 Nov 2020 · 0 repositories · arXiv:2011.12203
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A Nested Bi-level Optimization Framework for Robust Few Shot Learning 13 Nov 2020 · 0 repositories · arXiv:2011.06782
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Meta-Learning with Adaptive Hyperparameters 31 Oct 2020 · 2 repositories · arXiv:2011.00209Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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How Does the Task Landscape Affect MAML Performance? 27 Oct 2020 · 0 repositories · arXiv:2010.14672
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Modeling and Optimization Trade-off in Meta-learning 24 Oct 2020 · 1 repository · arXiv:2010.12916
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Dif-MAML: Decentralized Multi-Agent Meta-Learning 6 Oct 2020 · 0 repositories · arXiv:2010.02870
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Learning to Generate Image Source-Agnostic Universal Adversarial Perturbations 29 Sep 2020 · 0 repositories · arXiv:2009.13714
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Complementary Meta-Reinforcement Learning for Fault-Adaptive Control 26 Sep 2020 · 0 repositories · arXiv:2009.12634
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BOIL: Towards Representation Change for Few-shot Learning 20 Aug 2020 · 1 repository · arXiv:2008.08882Syntology 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; the one sample that ran constructed an object rather than computing a result (of 3 harvested samples) · 3 pointer-only (licence)
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La-MAML: Look-ahead Meta Learning for Continual Learning 27 Jul 2020 · 3 repositories · arXiv:2007.13904Syntology official (archive's flag): 3 ran · 5 ran (of which 1 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 1 pointer-only (licence)
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Few-Shot Bearing Fault Diagnosis Based on Model-Agnostic Meta-Learning 25 Jul 2020 · 0 repositories · arXiv:2007.12851
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Few-Shot One-Class Classification via Meta-Learning 8 Jul 2020 · 1 repository · arXiv:2007.04146
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Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs 5 Jul 2020 · 1 repository · arXiv:2007.02387Syntology 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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On the Outsized Importance of Learning Rates in Local Update Methods 2 Jul 2020 · 1 repository · arXiv:2007.00878
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On the Global Optimality of Model-Agnostic Meta-Learning 23 Jun 2020 · 0 repositories · arXiv:2006.13182
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Meta Learning in the Continuous Time Limit 19 Jun 2020 · 0 repositories · arXiv:2006.10921
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Convergence of Meta-Learning with Task-Specific Adaptation over Partial Parameters 16 Jun 2020 · 0 repositories · arXiv:2006.09486
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Attentive Feature Reuse for Multi Task Meta learning 12 Jun 2020 · 0 repositories · arXiv:2006.07438
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BI-MAML: Balanced Incremental Approach for Meta Learning 12 Jun 2020 · 0 repositories · arXiv:2006.07412
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Learning-to-Learn Personalised Human Activity Recognition Models 12 Jun 2020 · 0 repositories · arXiv:2006.07472
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When Does MAML Objective Have Benign Landscape? 31 May 2020 · 0 repositories · arXiv:2006.00453
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When does MAML Work the Best? An Empirical Study on Model-Agnostic Meta-Learning in NLP Applications 24 May 2020 · 0 repositories · arXiv:2005.11700
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Information-Theoretic Generalization Bounds for Meta-Learning and Applications 9 May 2020 · 0 repositories · arXiv:2005.04372
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Hierarchical Attention Network for Action Segmentation 7 May 2020 · 0 repositories · arXiv:2005.03209
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Addressing Catastrophic Forgetting in Few-Shot Problems 30 Apr 2020 · 1 repository · arXiv:2005.00146
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Learning to Classify Intents and Slot Labels Given a Handful of Examples 22 Apr 2020 · 0 repositories · arXiv:2004.10793
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Knowledge-graph based Proactive Dialogue Generation with Improved Meta-Learning 19 Apr 2020 · 0 repositories · arXiv:2004.08798
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MetaSleepLearner: A Pilot Study on Fast Adaptation of Bio-signals-Based Sleep Stage Classifier to New Individual Subject Using Meta-Learning 8 Apr 2020 · 1 repository · arXiv:2004.04157
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Tracking by Instance Detection: A Meta-Learning Approach 2 Apr 2020 · 0 repositories · arXiv:2004.00830
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On-the-Fly Adaptation of Source Code Models using Meta-Learning 26 Mar 2020 · 0 repositories · arXiv:2003.11768
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Weighted Meta-Learning 20 Mar 2020 · 0 repositories · arXiv:2003.09465
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Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual Learning 12 Mar 2020 · 1 repository · arXiv:2003.05856Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 7 harvested samples)
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Fast Online Adaptation in Robotics through Meta-Learning Embeddings of Simulated Priors 10 Mar 2020 · 1 repository · arXiv:2003.04663
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Curriculum in Gradient-Based Meta-Reinforcement Learning 19 Feb 2020 · 0 repositories · arXiv:2002.07956
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Theoretical Convergence of Multi-Step Model-Agnostic Meta-Learning 18 Feb 2020 · 2 repositories · arXiv:2002.07836Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Task-Robust Model-Agnostic Meta-Learning 12 Feb 2020 · 0 repositories · arXiv:2002.04766
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On the Convergence Theory of Debiased Model-Agnostic Meta-Reinforcement Learning 12 Feb 2020 · 1 repository · arXiv:2002.05135
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Efficient Meta Learning via Minibatch Proximal Update 1 Dec 2019 · 0 repositories
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Fair Meta-Learning: Learning How to Learn Fairly 6 Nov 2019 · 0 repositories · arXiv:1911.04336
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When MAML Can Adapt Fast and How to Assist When It Cannot 30 Oct 2019 · 1 repository · arXiv:1910.13603
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Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulation 30 Oct 2019 · 2 repositories · arXiv:1910.13616Syntology community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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HIDRA: Head Initialization across Dynamic targets for Robust Architectures 28 Oct 2019 · 1 repository · arXiv:1910.12749
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Model-Agnostic Meta-Learning using Runge-Kutta Methods 16 Oct 2019 · 0 repositories · arXiv:1910.07368
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Improving Federated Learning Personalization via Model Agnostic Meta Learning 27 Sep 2019 · 4 repositories · arXiv:1909.12488
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MERL: Multi-Head Reinforcement Learning 26 Sep 2019 · 0 repositories · arXiv:1909.11939