Meta-Learning

On the Optimality Gap of Warm-Started Hyperparameter Optimization AutoML 2022 On Utilizing Constituent Language Resources to Improve Downstream Tasks in Hinglish EMNLP 2022 OST: Improving Generalization of DeepFake Detection via One-Shot Test-Time Training NeurIPS 2022 Overcoming Catastrophic Forgetting in Zero-Shot Cross-Lingual Generation EMNLP 2022 PAC Prediction Sets for Meta-Learning NeurIPS 2022 Panoptic Neural Fields: A Semantic Object-Aware Neural Scene Representation CVPR 2022 Para-CFlows: C^k-universal diffeomorphism approximators as superior neural surrogates NeurIPS 2022 Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage ICLR 2022 PEVL: Position-enhanced Pre-training and Prompt Tuning for Vision-language Models EMNLP 2022 PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual Information ICML 2022 PLATO: Predicting Latent Affordances Through Object-Centric Play CoRL 2022 Practical Conditional Neural Process Via Tractable Dependent Predictions ICLR 2022 Pre-training to Match for Unified Low-shot Relation Extraction ACL 2022 Prompt-Based Meta-Learning For Few-shot Text Classification EMNLP 2022 Provable Generalization of Overparameterized Meta-learning Trained with SGD NeurIPS 2022 Provably Filtering Exogenous Distractors using Multistep Inverse Dynamics ICLR 2022 Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference CVPR 2022 Rapid Model Architecture Adaption for Meta-Learning NeurIPS 2022 Rethinking Goal-Conditioned Supervised Learning and Its Connection to Offline RL ICLR 2022 Robust Meta-learning with Sampling Noise and Label Noise via Eigen-Reptile ICML 2022 Robust Task Representations for Offline Meta-Reinforcement Learning via Contrastive Learning ICML 2022 Sample-Then-Optimize Batch Neural Thompson Sampling NeurIPS 2022 ScaleNAS: Multi-Path One-Shot NAS for Scale-Aware High-Resolution Representation AutoML 2022 Scaling Laws Under the Microscope: Predicting Transformer Performance from Small Scale Experiments EMNLP 2022 Sequential Reptile: Inter-Task Gradient Alignment for Multilingual Learning ICLR 2022