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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)

Fairness-Aware Online Positive-Unlabeled Learning EMNLP 2024 Fairness guarantees in multi-class classification with demographic parity JMLR 2024 FairProof : Confidential and Certifiable Fairness for Neural Networks ICML 2024 Fair Representation Learning with Maximum Mean Discrepancy Distance Constraint (Student Abstract) AAAI 2024 Fair Soft Clustering AISTATS 2024 Fair Supervised Learning with A Simple Random Sampler of Sensitive Attributes AISTATS 2024 Faithful and Efficient Explanations for Neural Networks via Neural Tangent Kernel Surrogate Models ICLR 2024 Faithful graphical representations of local independence AISTATS 2024 FakeSound: Deepfake General Audio Detection Interspeech 2024 FashionERN: Enhance-and-Refine Network for Composed Fashion Image Retrieval AAAI 2024 Fast 1-Wasserstein distance approximations using greedy strategies AISTATS 2024 Fast and Accurate Estimation of Low-Rank Matrices from Noisy Measurements via Preconditioned Non-Convex Gradient Descent AISTATS 2024 Fast and Adversarial Robust Kernelized SDU Learning AISTATS 2024 Fast Arc-Reversal PGM 2024 Fast, blind, and accurate: Tuning-free sparse regression with global linear convergence COLT 2024 Fast Decision Boundary based Out-of-Distribution Detector ICML 2024 Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature ICLR 2024 Fast Diffusion-Based Counterfactuals for Shortcut Removal and Generation ECCV 2024 Fast Dynamic Sampling for Determinantal Point Processes AISTATS 2024 Faster Recalibration of an Online Predictor via Approachability AISTATS 2024 FasterViT: Fast Vision Transformers with Hierarchical Attention ICLR 2024 Fast Exact Retrieval for Nearest-neighbor Lookup (FERN) NAACL 2024 Fast, Expressive SE(n) Equivariant Networks through Weight-Sharing in Position-Orientation Space ICLR 2024 FastGAS: Fast Graph-based Annotation Selection for In-Context Learning ACL 2024 Fast Hyperboloid Decision Tree Algorithms ICLR 2024