Representation Learning

SBERT studies Meaning Representations: Decomposing Sentence Embeddings into Explainable Semantic Features AACL 2022 Scalable Infomin Learning NeurIPS 2022 Scalable Multi-agent Covering Option Discovery based on Kronecker Graphs NeurIPS 2022 Scalable Representation Learning in Linear Contextual Bandits with Constant Regret Guarantees NeurIPS 2022 ScaleNAS: Multi-Path One-Shot NAS for Scale-Aware High-Resolution Representation AutoML 2022 Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Completion AISTATS 2022 Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Estimation from Incomplete Measurements JMLR 2022 Scaling Neural Program Synthesis with Distribution-Based Search AAAI 2022 Scaling & Shifting Your Features: A New Baseline for Efficient Model Tuning NeurIPS 2022 SCAMPS: Synthetics for Camera Measurement of Physiological Signals NeurIPS 2022 SCD: Self-Contrastive Decorrelation of Sentence Embeddings ACL 2022 Scene Graph Expansion for Semantics-Guided Image Outpainting CVPR 2022 Scene Graph Modification as Incremental Structure Expanding COLING 2022 Score-based Generative Modeling of Graphs via the System of Stochastic Differential Equations ICML 2022 Score Matching Enables Causal Discovery of Nonlinear Additive Noise Models ICML 2022 SCTN: Sparse Convolution-Transformer Network for Scene Flow Estimation AAAI 2022 SDR: Efficient Neural Re-ranking using Succinct Document Representation ACL 2022 SE(3) Equivariant Graph Neural Networks with Complete Local Frames ICML 2022 SE(3)-Equivariant Point Cloud-Based Place Recognition CoRL 2022 SE(3)-Equivariant Relational Rearrangement with Neural Descriptor Fields CoRL 2022 Search and Learn: Improving Semantic Coverage for Data-to-Text Generation AAAI 2022 Searching for Fine-Grained Queries in Radiology Reports Using Similarity-Preserving Contrastive Embedding MLHC 2022 Seeing Implicit Neural Representations As Fourier Series WACV 2022 Seeing the advantage: visually grounding word embeddings to better capture human semantic knowledge ACL 2022 Seeing the forest and the tree: Building representations of both individual and collective dynamics with transformers NeurIPS 2022