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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)

Dense Retrievers Can Fail on Simple Queries: Revealing The Granularity Dilemma of Embeddings EMNLP 2025 Densest k-Subgraph Mining via a Provably Tight Relaxation AAAI 2025 Density estimation with LLMs: a geometric investigation of in-context learning trajectories ICLR 2025 Density Ratio-based Proxy Causal Learning Without Density Ratios AISTATS 2025 Density Ratio Estimation-based Bayesian Optimization with Semi-Supervised Learning ICML 2025 Density Ratio Estimation via Sampling along Generalized Geodesics on Statistical Manifolds AISTATS 2025 Dependency Parsing-Based Syntactic Enhancement of Relation Extraction in Scientific Texts EMNLP 2025 DepthCues: Evaluating Monocular Depth Perception in Large Vision Models CVPR 2025 DeRAGEC: Denoising Named Entity Candidates with Synthetic Rationale for ASR Error Correction ACL 2025 (De)-regularized Maximum Mean Discrepancy Gradient Flow JMLR 2025 DERI: Cross-Modal ECG Representation Learning with Deep ECG-Report Interaction IJCAI 2025 Derivational Probing: Unveiling the Layer-wise Derivation of Syntactic Structures in Neural Language Models CoNLL 2025 Descriptive and Discriminative Document Identifiers for Generative Retrieval AAAI 2025 Design Choices for Extending the Context Length of Visual Language Models ACL 2025 Designing and Contextualising Probes for African Languages ACL 2025 Details Enhancement in Unsigned Distance Field Learning for High-fidelity 3D Surface Reconstruction AAAI 2025 Detecting Bias and Intersectional Bias in Italian Word Embeddings and Language Models ACL 2025 Detecting deepfakes and false ads through analysis of text and social engineering techniques COLING 2025 Detecting Emotional Incongruity of Sarcasm by Commonsense Reasoning COLING 2025 Detecting, Generating, and Evaluating in the Writing Style of Different Authors NAACL 2025 Detecting Hallucination in Large Language Models Through Deep Internal Representation Analysis IJCAI 2025 Detecting Hyperpartisanship and Rhetorical Bias in Climate Journalism: A Sentence-Level Italian Dataset ACL 2025 Detecting Illicit Massage Businesses by Leveraging Graph Machine Learning IJCAI 2025 Detecting LLM Hallucination Through Layer-wise Information Deficiency: Analysis of Ambiguous Prompts and Unanswerable Questions EMNLP 2025 Detecting Manipulation in Ukrainian Telegram: A Transformer-Based Approach to Technique Classification and Span Identification ACL 2025