Representation Learning

ProtoBandit: Efficient Prototype Selection via Multi-Armed Bandits ACML 2022 Prototype-Representations for Training Data Filtering in Weakly-Supervised Information Extraction EMNLP 2022 ProtoVAE: A Trustworthy Self-Explainable Prototypical Variational Model NeurIPS 2022 Provable Benefit of Multitask Representation Learning in Reinforcement Learning NeurIPS 2022 Provable Domain Generalization via Invariant-Feature Subspace Recovery ICML 2022 Provable General Function Class Representation Learning in Multitask Bandits and MDP NeurIPS 2022 Provable Lifelong Learning of Representations AISTATS 2022 Provable Subspace Identification Under Post-Nonlinear Mixtures NeurIPS 2022 Provable Tensor-Train Format Tensor Completion by Riemannian Optimization JMLR 2022 Provably expressive temporal graph networks NeurIPS 2022 Provably Filtering Exogenous Distractors using Multistep Inverse Dynamics ICLR 2022 Proxy Learning of Visual Concepts of Fine Art Paintings from Styles through Language Models AAAI 2022 Prune and distill: similar reformatting of image information along rat visual cortex and deep neural networks NeurIPS 2022 Pseudo-Relevance for Enhancing Document Representation EMNLP 2022 PUMA: Performance Unchanged Model Augmentation for Training Data Removal AAAI 2022 pyKT: A Python Library to Benchmark Deep Learning based Knowledge Tracing Models NeurIPS 2022 PYLON: A PyTorch Framework for Learning with Constraints AAAI 2022 Pythoneers at WANLP 2022 Shared Task: Monolingual AraBERT for Arabic Propaganda Detection and Span Extraction EMNLP 2022 QS-Attn: Query-Selected Attention for Contrastive Learning in I2I Translation CVPR 2022 Quadric Hypersurface Intersection for Manifold Learning in Feature Space AISTATS 2022 QUALIFIER: Question-Guided Self-Attentive Multimodal Fusion Network for Audio Visual Scene-Aware Dialog WACV 2022 Quality Controlled Paraphrase Generation ACL 2022 Quantification and Analysis of Layer-wise and Pixel-wise Information Discarding ICML 2022 Quantifying and Learning Linear Symmetry-Based Disentanglement ICML 2022 Qubit Routing Using Graph Neural Network Aided Monte Carlo Tree Search AAAI 2022