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Core Methods

51,083 papers (8 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Representation Learning (22,308) Classification (15,497) Regression (5,281) Clustering (3,809) Embedding Learning (3,795) Metric Learning (2,938) Graph Neural Networks (1,211) Graphical Models (1,093) Feature Learning (891) Kernel Methods (795) Dimensionality Reduction (780) Interpretability (512) Feature Selection (511) Matrix Factorization (408) Ranking (315) Ensemble Methods (300) Support Vector Machine (295) Anomaly Detection (281) Sequence Modeling (244) Structured Prediction (237) Sequence Labeling (157) Topic Modeling (150) Sparse Coding (140) Matrix Completion (131) Neural Networks (114) Retrieval (105) Density Estimation (104) Estimation (83) Inference (56) Decision Tree (50) Feature Extraction (40) Model Selection (39) Prediction (35) Information Extraction (7)

Papers per year

4
51
357
966
4,853
5,823
2000
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Papers (including subtopics)

Label Distribution Learning Machine ICML 2021 Label Embedding for Chinese Grapheme-to-Phoneme Conversion Interspeech 2021 Label-Guided Learning for Item Categorization in e-Commerce NAACL 2021 Label-Imbalanced and Group-Sensitive Classification under Overparameterization NeurIPS 2021 Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning NeurIPS 2021 Label-Specific Dual Graph Neural Network for Multi-Label Text Classification ACL 2021 LaLaLoc: Latent Layout Localisation in Dynamic, Unvisited Environments ICCV 2021 LAMAD: A Linguistic Attentional Model for Arabic Text Diacritization EMNLP 2021 Land Deformation Prediction via Slope-Aware Graph Neural Networks AAAI 2021 LangResearchLab_NC at CMCL2021 Shared Task: Predicting Gaze Behaviour Using Linguistic Features and Tree Regressors NAACL 2021 LangResearchLab NC at SemEval-2021 Task 1: Linguistic Feature Based Modelling for Lexical Complexity SemEval 2021 Language-agnostic Representation from Multilingual Sentence Encoders for Cross-lingual Similarity Estimation EMNLP 2021 Language-Aligned Waypoint (LAW) Supervision for Vision-and-Language Navigation in Continuous Environments EMNLP 2021 Language Clustering for Multilingual Named Entity Recognition EMNLP 2021 Language Embeddings for Typology and Cross-lingual Transfer Learning ACL 2021 Language Model Augmented Relevance Score ACL 2021 Language Modelling as a Multi-Task Problem EACL 2021 Language Recognition on Unknown Conditions: The LORIA-Inria-MULTISPEECH System for AP20-OLR Challenge Interspeech 2021 Language that Captivates the Audience: Predicting Affective Ratings of TED Talks in a Multi-Label Classification Task EACL 2021 Large-Capacity Image Steganography Based on Invertible Neural Networks CVPR 2021 Large-Margin Contrastive Learning with Distance Polarization Regularizer ICML 2021 Larger-Context Tagging: When and Why Does It Work? NAACL 2021 Large-Scale English-Japanese Simultaneous Interpretation Corpus: Construction and Analyses with Sentence-Aligned Data ACL 2021 Large Scale K-Median Clustering for Stable Clustering Instances AISTATS 2021 Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods NeurIPS 2021