Representation Learning

Nonparametric Decomposition of Sparse Tensors ICML 2021 Nonparametric estimation of continuous DPPs with kernel methods NeurIPS 2021 Nonparametric Modeling of Higher-Order Interactions via Hypergraphons JMLR 2021 Not All Memories are Created Equal: Learning to Forget by Expiring ICML 2021 Not All Models Localize Linguistic Knowledge in the Same Place: A Layer-wise Probing on BERToids’ Representations EMNLP 2021 Not Just Classification: Recognizing Implicit Discourse Relation on Joint Modeling of Classification and Generation EMNLP 2021 Novelty Detection via Contrastive Learning with Negative Data Augmentation IJCAI 2021 NTopo: Mesh-free Topology Optimization using Implicit Neural Representations NeurIPS 2021 Nuc2Vec: Learning Representations of Nuclei in Histopathology Images with Contrastive Loss MIDL 2021 Numeracy enhances the Literacy of Language Models EMNLP 2021 NUS-IDS at CASE 2021 Task 1: Improving Multilingual Event Sentence Coreference Identification With Linguistic Information ACL 2021 NU-Wave: A Diffusion Probabilistic Model for Neural Audio Upsampling Interspeech 2021 Object-Centric Representation Learning with Generative Spatial-Temporal Factorization NeurIPS 2021 ObjectFolder: A Dataset of Objects with Implicit Visual, Auditory, and Tactile Representations CoRL 2021 Object Relation Attention for Image Paragraph Captioning AAAI 2021 OctField: Hierarchical Implicit Functions for 3D Modeling NeurIPS 2021 Offline detection of change-points in the mean for stationary graph signals. AISTATS 2021 Offline Reinforcement Learning with Fisher Divergence Critic Regularization ICML 2021 On Contrastive Representations of Stochastic Processes NeurIPS 2021 On Disentangled Representations Learned from Correlated Data ICML 2021 One Network Fits All? Modular versus Monolithic Task Formulations in Neural Networks ICLR 2021 On Estimation in Latent Variable Models ICML 2021 On Exposing the Challenging Long Tail in Future Prediction of Traffic Actors ICCV 2021 On Feature Decorrelation in Self-Supervised Learning ICCV 2021 On Graph Neural Networks versus Graph-Augmented MLPs ICLR 2021