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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)

Shift Equivariant Pose Network WACV 2025 Shifting from Ranking to Set Selection for Retrieval Augmented Generation ACL 2025 SHIP: Structural Hierarchies for Instance-Dependent Partial Labels WACV 2025 ShortcutProbe: Probing Prediction Shortcuts for Learning Robust Models IJCAI 2025 Should Decision-Makers Reveal Classifiers in Online Strategic Classification? ICML 2025 ShowMak3r: Compositional TV Show Reconstruction CVPR 2025 SIC: Similarity-Based Interpretable Image Classification with Neural Networks ICCV 2025 SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model CVPR 2025 SIDL: A Real-World Dataset for Restoring Smartphone Images with Dirty Lenses AAAI 2025 SIFT-50M: A Large-Scale Multilingual Dataset for Speech Instruction Fine-Tuning ACL 2025 Sifting through the Haystack - Efficiently Finding Rare Animal Behaviors in Large-Scale Datasets WACV 2025 SigDiffusions: Score-Based Diffusion Models for Time Series via Log-Signature Embeddings ICLR 2025 Signature Isolation Forest AISTATS 2025 Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes ICLR 2025 Signed Graph Autoencoder for Explainable and Polarization-Aware Network Embeddings AISTATS 2025 SIGraph: Saliency Image-Graph Network for Retinal Disease Classification in Fundus Image AAAI 2025 Silencing Empowerment, Allowing Bigotry: Auditing the Moderation of Hate Speech on Twitch ACL 2025 SILO: Solving Inverse Problems with Latent Operators ICCV 2025 silp_nlp at SemEval-2025 Task 5: Subject Recommendation With Sentence Transformer SemEval 2025 SimBA: Simplifying Benchmark Analysis Using Performance Matrices Alone EMNLP 2025 Simple and Effective Content Encoder for Singing Voice Conversion via SSL-Embedding Dimension Reduction Interspeech 2025 Simple Path Structural Encoding for Graph Transformers ICML 2025 SimpleTM: A Simple Baseline for Multivariate Time Series Forecasting ICLR 2025 Simplex Constrained Sparse Optimization via Tail Screening JMLR 2025 Simple Yet Effective: An Information-Theoretic Approach to Multi-LLM Uncertainty Quantification EMNLP 2025