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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
'5
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'25

Papers (including subtopics)

Spectral Insights into Data-Oblivious Critical Layers in Large Language Models ACL 2025 Spectral State Space Model for Rotation-Invariant Visual Representation Learning CVPR 2025 Speech Act Patterns for Improving Generalizability of Explainable Politeness Detection Models ACL 2025 Speech Discrete Tokens or Continuous Features? A Comparative Analysis for Spoken Language Understanding in SpeechLLMs EMNLP 2025 Speech Vecalign: an Embedding-based Method for Aligning Parallel Speech Documents EMNLP 2025 Speech Watermarking with Discrete Intermediate Representations AAAI 2025 SpeHeaTal: A Cluster-Enhanced Segmentation Method for Sperm Morphology Analysis AAAI 2025 Spelling-out is not Straightforward: LLMs’ Capability of Tokenization from Token to Characters EMNLP 2025 SPEX: Scaling Feature Interaction Explanations for LLMs ICML 2025 Spherical Tree-Sliced Wasserstein Distance ICLR 2025 SPHINX: Structural Prediction using Hypergraph Inference Network ICML 2025 Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows ICLR 2025 SpikeLLM: Scaling up Spiking Neural Network to Large Language Models via Saliency-based Spiking ICLR 2025 SpikingSSMs: Learning Long Sequences with Sparse and Parallel Spiking State Space Models AAAI 2025 SpiLiFormer: Enhancing Spiking Transformers with Lateral Inhibition ICCV 2025 SPILL: Domain-Adaptive Intent Clustering based on Selection and Pooling with Large Language Models ACL 2025 SpinSVAR: Estimating Structural Vector Autoregression Assuming Sparse Input UAI 2025 Spk2ImgMamba: Spiking Camera Image Reconstruction with Multi-Scale State Space Models WACV 2025 SplineGS: Learning Smooth Trajectories in Gaussian Splatting for Dynamic Scene Reconstruction ICLR 2025 SpotDiff: Spatial Gene Expression Imputation Diffusion with Single-Cell RNA Sequencing Data Integration AAAI 2025 Spotlighter: Revisiting Prompt Tuning from a Representative Mining View EMNLP 2025 Spreading Out-of-Distribution Detection on Graphs ICLR 2025 Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization ICML 2025 SQLSpace: A Representation Space for Text-to-SQL to Discover and Mitigate Robustness Gaps EMNLP 2025 SQUiD: Synthesizing Relational Databases from Unstructured Text EMNLP 2025