Learning Paradigms

Partial Is Better Than All: Revisiting Fine-tuning Strategy for Few-shot Learning AAAI 2021 Penalty Method for Inversion-Free Deep Bilevel Optimization ACML 2021 Person30K: A Dual-Meta Generalization Network for Person Re-Identification CVPR 2021 Personalized Adaptive Meta Learning for Cold-start User Preference Prediction AAAI 2021 Personalized Cross-Silo Federated Learning on Non-IID Data AAAI 2021 Physarum Powered Differentiable Linear Programming Layers and Applications AAAI 2021 Physics-aware Spatiotemporal Modules with Auxiliary Tasks for Meta-Learning IJCAI 2021 Pi-NAS: Improving Neural Architecture Search by Reducing Supernet Training Consistency Shift ICCV 2021 Posterior Meta-Replay for Continual Learning NeurIPS 2021 Practical and Private (Deep) Learning Without Sampling or Shuffling ICML 2021 Practical One-Shot Federated Learning for Cross-Silo Setting IJCAI 2021 Predicting Traffic Congestion Evolution: A Deep Meta Learning Approach IJCAI 2021 PREMERE: Meta-Reweighting via Self-Ensembling for Point-of-Interest Recommendation AAAI 2021 Preview, Attend and Review: Schema-Aware Curriculum Learning for Multi-Domain Dialogue State Tracking ACL 2021 Prioritized Architecture Sampling With Monto-Carlo Tree Search CVPR 2021 Prioritized Level Replay ICML 2021 Privacy enabled Financial Text Classification using Differential Privacy and Federated Learning EMNLP 2021 Privacy-Preserving Collaborative Learning With Automatic Transformation Search CVPR 2021 Private Alternating Least Squares: Practical Private Matrix Completion with Tighter Rates ICML 2021 Property-Aware Relation Networks for Few-Shot Molecular Property Prediction NeurIPS 2021 Prototype Completion With Primitive Knowledge for Few-Shot Learning CVPR 2021 Provably Faster Algorithms for Bilevel Optimization NeurIPS 2021 Query Adaptive Few-Shot Object Detection With Heterogeneous Graph Convolutional Networks ICCV 2021 Recomposing the Reinforcement Learning Building Blocks with Hypernetworks ICML 2021 Regularising Knowledge Transfer by Meta Functional Learning IJCAI 2021