| Few-shot Tuning of Foundation Models for Class-incremental Learning |
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26 May 2024 |
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| Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners |
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2 Apr 2024 |
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| BECLR: Batch Enhanced Contrastive Few-Shot Learning |
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4 Feb 2024 |
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| Simple Semantic-Aided Few-Shot Learning |
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30 Nov 2023 |
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| Context-Aware Meta-Learning |
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17 Oct 2023 |
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| DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation |
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28 Jul 2023 |
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| Meta-Learning with a Geometry-Adaptive Preconditioner |
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4 Apr 2023 |
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| CMVAE: Causal Meta VAE for Unsupervised Meta-Learning |
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20 Feb 2023 |
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| Transductive Decoupled Variational Inference for Few-Shot Classification |
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22 Aug 2022 |
official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified |
| Self-Supervision Can Be a Good Few-Shot Learner |
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19 Jul 2022 |
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| Rethinking Generalization in Few-Shot Classification |
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15 Jun 2022 |
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| Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference |
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15 Apr 2022 |
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| Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification |
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9 Apr 2022 |
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| Constrained Few-shot Class-incremental Learning |
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30 Mar 2022 |
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| Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning |
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17 Mar 2022 |
official (archive's flag): 4 ran · 4 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified |
| Sparse Spatial Transformers for Few-Shot Learning |
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27 Sep 2021 |
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| Relational Embedding for Few-Shot Classification |
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22 Aug 2021 |
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| Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification |
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22 Jun 2021 |
official (archive's flag): 1 ran · 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 (1 pointer-only for licence) |
| Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation |
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16 Jun 2021 |
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| Few-Shot Incremental Learning with Continually Evolved Classifiers |
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7 Apr 2021 |
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| Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning |
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1 Mar 2021 |
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| Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition |
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8 Jan 2021 |
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| Transductive Information Maximization For Few-Shot Learning |
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25 Aug 2020 |
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| Self-Supervised Prototypical Transfer Learning for Few-Shot Classification |
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19 Jun 2020 |
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| Enhancing Few-Shot Image Classification with Unlabelled Examples |
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17 Jun 2020 |
official (archive's flag): 6 ran · 7 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 3 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence) |
| Leveraging the Feature Distribution in Transfer-based Few-Shot Learning |
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6 Jun 2020 |
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| Empirical Bayes Transductive Meta-Learning with Synthetic Gradients |
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27 Apr 2020 |
official (archive's flag): 4 ran · 4 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; 1 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence) |
| Diversity Helps: Unsupervised Few-shot Learning via Distribution Shift-based Data Augmentation |
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13 Apr 2020 |
official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified |
| Embedding Propagation: Smoother Manifold for Few-Shot Classification |
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9 Mar 2020 |
official (archive's flag): 1 ran · 1 ran (of which 0 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) · 5 unverified |
| PAC-Bayes meta-learning with implicit task-specific posteriors |
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5 Mar 2020 |
official (archive's flag): 1 ran · 1 ran (of which 0 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 |
| Self-Supervised Learning For Few-Shot Image Classification |
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14 Nov 2019 |
official: no sample here; runs from other or unrecorded repositories · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence) |
| SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning |
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12 Nov 2019 |
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| Meta-Learning with Implicit Gradients |
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10 Sep 2019 |
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| Few-Shot Learning with Global Class Representations |
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14 Aug 2019 |
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| Learning to Self-Train for Semi-Supervised Few-Shot Classification |
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3 Jun 2019 |
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) · 0 unverified |
| Learning to learn via Self-Critique |
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24 May 2019 |
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| Edge-labeling Graph Neural Network for Few-shot Learning |
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4 May 2019 |
official (archive's flag): 1 ran · 1 ran (of which 0 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 |
| A Closer Look at Few-shot Classification |
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8 Apr 2019 |
community repositories only · 7 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 1 unverified (7 pointer-only for licence) |
| Hyperbolic Image Embeddings |
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3 Apr 2019 |
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| Adaptive Cross-Modal Few-Shot Learning |
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19 Feb 2019 |
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| How to train your MAML |
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22 Oct 2018 |
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| TADAM: Task dependent adaptive metric for improved few-shot learning |
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23 May 2018 |
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| Dynamic Few-Shot Visual Learning without Forgetting |
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25 Apr 2018 |
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| On First-Order Meta-Learning Algorithms |
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8 Mar 2018 |
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| Learning to Compare: Relation Network for Few-Shot Learning |
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16 Nov 2017 |
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) · 1 unverified (1 pointer-only for licence) |
| Prototypical Networks for Few-shot Learning |
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15 Mar 2017 |
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| Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks |
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9 Mar 2017 |
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| Matching Networks for One Shot Learning |
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13 Jun 2016 |
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