Learning Paradigms

AIO-P: Expanding Neural Performance Predictors beyond Image Classification AAAI 2023 Algorithms for bounding contribution for histogram estimation under user-level privacy ICML 2023 Almost Cost-Free Communication in Federated Best Arm Identification AAAI 2023 Analysis of Error Feedback in Federated Non-Convex Optimization with Biased Compression: Fast Convergence and Partial Participation ICML 2023 Anchor Sampling for Federated Learning with Partial Client Participation ICML 2023 A Non-parametric View of FedAvg and FedProx:Beyond Stationary Points JMLR 2023 A Picture of the Space of Typical Learnable Tasks ICML 2023 Are Structural Concepts Universal in Transformer Language Models? Towards Interpretable Cross-Lingual Generalization EMNLP 2023 A Simple Recipe to Meta-Learn Forward and Backward Transfer ICCV 2023 A Unified Solution for Privacy and Communication Efficiency in Vertical Federated Learning NeurIPS 2023 Autoregressive Conditional Neural Processes ICLR 2023 Auxiliary Modality Learning with Generalized Curriculum Distillation ICML 2023 Balanced Meta Learning and Diverse Sampling for Lifelong Task-Oriented Dialogue Systems AAAI 2023 Bayesian Federated Learning: A Survey IJCAI 2023 Bayesian Federated Neural Matching That Completes Full Information AAAI 2023 BETA-CD: A Bayesian Meta-Learned Cognitive Diagnosis Framework for Personalized Learning AAAI 2023 Beyond ADMM: A Unified Client-Variance-Reduced Adaptive Federated Learning Framework AAAI 2023 Bias-Eliminating Augmentation Learning for Debiased Federated Learning CVPR 2023 Bi-level Finetuning with Task-dependent Similarity Structure for Low-resource Training ACL 2023 Bilevel Optimization with a Lower-level Contraction: Optimal Sample Complexity without Warm-Start JMLR 2023 Bilevel Optimization with Coupled Decision-Dependent Distributions ICML 2023 BIOptimus: Pre-training an Optimal Biomedical Language Model with Curriculum Learning for Named Entity Recognition ACL 2023 Breaching FedMD: Image Recovery via Paired-Logits Inversion Attack CVPR 2023 Byzantine-Robust Federated Learning with Optimal Statistical Rates AISTATS 2023 Byzantine-Robust Learning on Heterogeneous Data via Gradient Splitting ICML 2023