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Learning Paradigms

14,108 papers (9 classified directly here)

Subtopics

Transfer Learning (8,166) Few-Shot Learning (2,562) Meta-Learning (1,529) Federated Learning (1,360) Zero-Shot Learning (867) Multi-Task Learning (135) Continual Learning (118) Domain Adaptation (117) Self-Supervised Learning (100) Active Learning (75) Semi-Supervised Learning (41) Unsupervised Learning (26) In-Context Learning (19) Weakly Supervised Learning (11) Domain Generalization (9)

Papers per year

4
19
58
1128
2227
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Papers (including subtopics)

Bayesian Adaptation for Covariate Shift NIPS 2021
CAFE: Catastrophic Data Leakage in Vertical Federated Learning NIPS 2021
Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee NIPS 2021
Distilling Image Classifiers in Object Detectors NIPS 2021
Learning to Adapt via Latent Domains for Adaptive Semantic Segmentation NIPS 2021
Optimality and Stability in Federated Learning: A Game-theoretic Approach NIPS 2021
Uniform Sampling over Episode Difficulty NIPS 2021
Think Big, Teach Small: Do Language Models Distil Occam’s Razor? NIPS 2021
KS-GNN: Keywords Search over Incomplete Graphs via Graphs Neural Network NIPS 2021
Transfer Learning of Graph Neural Networks with Ego-graph Information Maximization NIPS 2021
INDIGO: GNN-Based Inductive Knowledge Graph Completion Using Pair-Wise Encoding NIPS 2021
Generalization Bounds for Meta-Learning via PAC-Bayes and Uniform Stability NIPS 2021
Deep inference of latent dynamics with spatio-temporal super-resolution using selective backpropagation through time NIPS 2021
Preserved central model for faster bidirectional compression in distributed settings NIPS 2021
Hindsight Task Relabelling: Experience Replay for Sparse Reward Meta-RL NIPS 2021
Test-Time Personalization with a Transformer for Human Pose Estimation NIPS 2021
Pay Better Attention to Attention: Head Selection in Multilingual and Multi-Domain Sequence Modeling NIPS 2021
MetaAvatar: Learning Animatable Clothed Human Models from Few Depth Images NIPS 2021
Confident Anchor-Induced Multi-Source Free Domain Adaptation NIPS 2021
Accumulative Poisoning Attacks on Real-time Data NIPS 2021
UCB-based Algorithms for Multinomial Logistic Regression Bandits NIPS 2021
Dual Progressive Prototype Network for Generalized Zero-Shot Learning NIPS 2021
On the Convergence Theory of Debiased Model-Agnostic Meta-Reinforcement Learning NIPS 2021
Adversarial Robustness of Streaming Algorithms through Importance Sampling NIPS 2021
Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data NIPS 2021