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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)

Decorrelated Local Linear Estimator: Inference for Non-linear Effects in High-dimensional Additive Models JMLR 2026 Decoupled Spatiotemporal Forecasting from Extreme Sparse Observations via Quantized Latent Space AAAI 2026 Decoupling What to Count and Where to See for Referring Expression Counting AAAI 2026 DeepBooTS: Dual-Stream Residual Boosting for Drift-Resilient Time-Series Forecasting AAAI 2026 Deep Clustering Based on Sparse Kolmogorov-Arnold Network and Spectral Constraint AAAI 2026 Deep Extreme Transformer: Tackling Zero-Inflated Time Series for Precipitation Prediction AAAI 2026 Deepfake Detection that Generalizes Across Benchmarks WACV 2026 Deep Incomplete Multi-View Clustering via Hierarchical Imputation and Alignment AAAI 2026 Deep Model Reuse: Paving the Way for Efficient and Generalizable AI Systems AAAI 2026 DeFB: Decomposed Feature Learning for Real-Time Multi-Person Eyeblink Detection in Untrimmed In-the-Wild Videos AAAI 2026 DEGRE: Dynamic Gating Ensembles for Trust-Aware Rejection in Medical Image Diagnostics AAAI 2026 DegVoC: Revisiting Neural Vocoder from a Degradation Perspective AAAI 2026 DementiaBank-Emotion: A Multi-Rater Emotion Annotation Corpus for Alzheimer’s Disease Speech (Version 1.0) EACL 2026 Denoise, Divide, Distill, and Predict (D3P): Towards Forecasting Long-horizon Real-world Anomaly from Normalcy WACV 2026 Denoising Concept Vectors with Sparse Autoencoders for Improved Language Model Steering EACL 2026 Denoising Mixup for Regression AAAI 2026 De Novo Molecular Generation from Mass Spectra via Many-Body Enhanced Diffusion AAAI 2026 Dense Cross-Scale Image Alignment with Fully Spatial Correlation and Just Noticeable Difference Guidance AAAI 2026 Density estimation for Hellinger via minimum-distance estimators: mixtures of Gaussians, log-concave, and more COLT 2026 Dep-MAP: A Multi-level Alignment Framework with Semantic Prototypes for Video-based Automatic Depression Assessment AAAI 2026 Deriving Character Logic from Storyline as Codified Decision Trees ACL 2026 Descrip3D: Enhancing Large Language Model-based 3D Scene Understanding with Object-Level Text Descriptions WACV 2026 Detect All-Type Deepfake Audio: Wavelet Prompt Tuning for Enhanced Auditory Perception AAAI 2026 Detecting Fake News in Short Videos Through Multi-View Aggregation AAAI 2026 Detecting Out of Distribution Samples using Class Centered Residual Energy in the Discarded PCA Subspace with Weight Alignment UAI 2026