Representation Learning

Sparse Interventions in Language Models with Differentiable Masking EMNLP 2022 Sparse Winning Tickets are Data-Efficient Image Recognizers NeurIPS 2022 Spatio-temporal Sign Language Representation and Translation EMNLP 2022 Speaker Information Can Guide Models to Better Inductive Biases: A Case Study On Predicting Code-Switching ACL 2022 Specializing Multi-domain NMT via Penalizing Low Mutual Information EMNLP 2022 Spectral Probing EMNLP 2022 Spherization Layer: Representation Using Only Angles NeurIPS 2022 SPIRAL: Self-supervised Perturbation-Invariant Representation Learning for Speech Pre-Training ICLR 2022 “splink” is happy and “phrouth” is scary: Emotion Intensity Analysis for Nonsense Words ACL 2022 STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction AAAI 2022 StepGame: A New Benchmark for Robust Multi-Hop Spatial Reasoning in Texts AAAI 2022 Streaming Radiance Fields for 3D Video Synthesis NeurIPS 2022 Striking a Balance: Alleviating Inconsistency in Pre-trained Models for Symmetric Classification Tasks ACL 2022 Structural Characterization for Dialogue Disentanglement ACL 2022 Structural generalization is hard for sequence-to-sequence models EMNLP 2022 Structuring Representations Using Group Invariants NeurIPS 2022 Style-Guided and Disentangled Representation for Robust Image-to-Image Translation AAAI 2022 SubeventWriter: Iterative Sub-event Sequence Generation with Coherence Controller EMNLP 2022 Subword-Delimited Downsampling for Better Character-Level Translation EMNLP 2022 Summarizing Community-based Question-Answer Pairs EMNLP 2022 SWEM: Towards Real-Time Video Object Segmentation With Sequential Weighted Expectation-Maximization CVPR 2022 Symmetry-induced Disentanglement on Graphs NeurIPS 2022 Syntactically Rich Discriminative Training: An Effective Method for Open Information Extraction EMNLP 2022 System 1 + System 2 = Better World: Neural-Symbolic Chain of Logic Reasoning EMNLP 2022 Target Languages (vs. Inductive Biases) for Learning to Act and Plan AAAI 2022