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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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'25

Papers (including subtopics)

The Logical Expressiveness of Graph Neural Networks ICLR 2020 The Maximum Separation Subspace in Sufficient Dimension Reduction with Categorical Response JMLR 2020 The Missing Data Encoder: Cross-Channel Image Completion with Hide-and-Seek Adversarial Network AAAI 2020 The MSP-Conversation Corpus Interspeech 2020 The NiuTrans System for the WMT20 Quality Estimation Shared Task EMNLP 2020 The Optimal Ridge Penalty for Real-world High-dimensional Data Can Be Zero or Negative due to the Implicit Ridge Regularization JMLR 2020 Theoretical Insights Into Multiclass Classification: A High-dimensional Asymptotic View NeurIPS 2020 The Paradigm Discovery Problem ACL 2020 The Performance Analysis of Generalized Margin Maximizers on Separable Data ICML 2020 The Phonetic Bases of Vocal Expressed Emotion: Natural versus Acted Interspeech 2020 The Potts-Ising model for discrete multivariate data NeurIPS 2020 The Power of Comparisons for Actively Learning Linear Classifiers NeurIPS 2020 The role of context in neural pitch accent detection in English EMNLP 2020 The Role of Regularization in Classification of High-dimensional Noisy Gaussian Mixture ICML 2020 The Sample Complexity of Best-k Items Selection from Pairwise Comparisons ICML 2020 The Secret is in the Spectra: Predicting Cross-lingual Task Performance with Spectral Similarity Measures EMNLP 2020 The Shape of Data: Intrinsic Distance for Data Distributions ICLR 2020 The “Sound of Silence” in EEG — Cognitive Voice Activity Detection Interspeech 2020 The Sparse MinMax k-Means Algorithm for High-Dimensional Clustering IJCAI 2020 The Statistical Cost of Robust Kernel Hyperparameter Turning NeurIPS 2020 The Strong Screening Rule for SLOPE NeurIPS 2020 The TalTech Systems for the Short-Duration Speaker Verification Challenge 2020 Interspeech 2020 The Tree Ensemble Layer: Differentiability meets Conditional Computation ICML 2020 The UCD-Net System at SemEval-2020 Task 1: Temporal Referencing with Semantic Network Distances SemEval 2020 The UniMelb Submission to the SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflection ACL 2020