Representation Learning

TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding NAACL 2022 TreeMoCo: Contrastive Neuron Morphology Representation Learning NeurIPS 2022 TRF: Learning Kernels with Tuned Random Features AAAI 2022 Triangular Flows for Generative Modeling: Statistical Consistency, Smoothness Classes, and Fast Rates AISTATS 2022 Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting IJCAI 2022 Trusted Multi-View Deep Learning with Opinion Aggregation AAAI 2022 TS2Vec: Towards Universal Representation of Time Series AAAI 2022 TSAM: A Two-Stream Attention Model for Causal Emotion Entailment COLING 2022 TTS-by-TTS 2: Data-Selective Augmentation for Neural Speech Synthesis Using Ranking Support Vector Machine with Variational Autoencoder Interspeech 2022 Turbocharging Solution Concepts: Solving NEs, CEs and CCEs with Neural Equilibrium Solvers NeurIPS 2022 Tutorial on Multimodal Machine Learning NAACL 2022 T-WaveNet: A Tree-Structured Wavelet Neural Network for Time Series Signal Analysis ICLR 2022 Type-aware Embeddings for Multi-Hop Reasoning over Knowledge Graphs IJCAI 2022 UAST: Uncertainty-Aware Siamese Tracking ICML 2022 UKPGAN: A General Self-Supervised Keypoint Detector CVPR 2022 ULNeF: Untangled Layered Neural Fields for Mix-and-Match Virtual Try-On NeurIPS 2022 Ultra-Low-Bitrate Speech Coding with Pretrained Transformers Interspeech 2022 Unaligned Supervision for Automatic Music Transcription in The Wild ICML 2022 Uncertainty-aware Propagation Structure Reconstruction for Fake News Detection COLING 2022 Uncertainty-Aware Representation Learning for Action Segmentation IJCAI 2022 Uncertainty Modeling with Second-Order Transformer for Group Re-identification AAAI 2022 Uncertainty Quantification for Bayesian Optimization AISTATS 2022 Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries NeurIPS 2022 Understanding Contrastive Learning Requires Incorporating Inductive Biases ICML 2022 Understanding Deep Contrastive Learning via Coordinate-wise Optimization NeurIPS 2022