Embedding Learning

Negative Sample Matters: A Renaissance of Metric Learning for Temporal Grounding AAAI 2022 Neighborhood-Adaptive Structure Augmented Metric Learning AAAI 2022 Neural-based Mixture Probabilistic Query Embedding for Answering FOL queries on Knowledge Graphs EMNLP 2022 Neural Fisher Discriminant Analysis: Optimal Neural Network Embeddings in Polynomial Time ICML 2022 Neural Methods for Logical Reasoning over Knowledge Graphs ICLR 2022 Neural Networks as Kernel Learners: The Silent Alignment Effect ICLR 2022 Neuro-Symbolic Language Modeling with Automaton-augmented Retrieval ICML 2022 News Article Retrieval in Context for Event-centric Narrative Creation ACL 2022 Nikkei at SemEval-2022 Task 8: Exploring BERT-based Bi-Encoder Approach for Pairwise Multilingual News Article Similarity SemEval 2022 NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs ICLR 2022 Nonlinear Sufficient Dimension Reduction with a Stochastic Neural Network NeurIPS 2022 Nonparametric Embeddings of Sparse High-Order Interaction Events ICML 2022 Nonparametric exponential family graph embeddings for multiple representation learning UAI 2022 No Stock is an Island: Learning Internal and Relational Attributes of Stocks with Contrastive Learning EMNLP 2022 No Word Embedding Model Is Perfect: Evaluating the Representation Accuracy for Social Bias in the Media EMNLP 2022 NTULM: Enriching Social Media Text Representations with Non-Textual Units COLING 2022 Off-Policy Evaluation for Large Action Spaces via Embeddings ICML 2022 On a Connection Between Fast and Sparse Oblivious Subspace Embeddings AISTATS 2022 One for All: Simultaneous Metric and Preference Learning over Multiple Users NeurIPS 2022 On Embeddings for Numerical Features in Tabular Deep Learning NeurIPS 2022 Online Enhanced Semantic Hashing: Towards Effective and Efficient Retrieval for Streaming Multi-Modal Data AAAI 2022 On Metric Learning for Audio-Text Cross-Modal Retrieval Interspeech 2022 On the Geometry of Concreteness ACL 2022 OpticE: A Coherence Theory-Based Model for Link Prediction COLING 2022 Optimal Partial Transport Based Sentence Selection for Long-form Document Matching COLING 2022