Learning Paradigms

pFL-Bench: A Comprehensive Benchmark for Personalized Federated Learning NeurIPS 2022 PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual Information ICML 2022 Poisoning Deep Learning Based Recommender Model in Federated Learning Scenarios IJCAI 2022 Pretrained Models for Multilingual Federated Learning NAACL 2022 Prioritized Training on Points that are Learnable, Worth Learning, and not yet Learnt ICML 2022 Privacy Amplification by Decentralization AISTATS 2022 Probabilistic Fusion of Neural Networks that Incorporates Global Information ACML 2022 Production federated keyword spotting via distillation, filtering, and joint federated-centralized training Interspeech 2022 ProgFed: Effective, Communication, and Computation Efficient Federated Learning by Progressive Training ICML 2022 Pro-KD: Progressive Distillation by Following the Footsteps of the Teacher COLING 2022 Provable Generalization of Overparameterized Meta-learning Trained with SGD NeurIPS 2022 Proximal and Federated Random Reshuffling ICML 2022 ProxSkip: Yes! Local Gradient Steps Provably Lead to Communication Acceleration! Finally! ICML 2022 QLSD: Quantised Langevin Stochastic Dynamics for Bayesian Federated Learning AISTATS 2022 QSFL: A Two-Level Uplink Communication Optimization Framework for Federated Learning ICML 2022 Quantifying Adaptability in Pre-trained Language Models with 500 Tasks NAACL 2022 R3 : Refined Retriever-Reader pipeline for Multidoc2dial ACL 2022 Recovering Private Text in Federated Learning of Language Models NeurIPS 2022 Remember Intentions: Retrospective-Memory-Based Trajectory Prediction CVPR 2022 Resilient and Communication Efficient Learning for Heterogeneous Federated Systems ICML 2022 ResSFL: A Resistance Transfer Framework for Defending Model Inversion Attack in Split Federated Learning CVPR 2022 Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning CVPR 2022 Rethinking Task Sampling for Few-shot Vision-Language Transfer Learning COLING 2022 Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting NAACL 2022 Robust Task Representations for Offline Meta-Reinforcement Learning via Contrastive Learning ICML 2022