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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)

TabDSR: Decompose, Sanitize, and Reason for Complex Numerical Reasoning in Tabular Data EMNLP 2025 TabFlex: Scaling Tabular Learning to Millions with Linear Attention ICML 2025 TabICL: A Tabular Foundation Model for In-Context Learning on Large Data ICML 2025 Table-R1: Inference-Time Scaling for Table Reasoning Tasks EMNLP 2025 TabPFN Unleashed: A Scalable and Effective Solution to Tabular Classification Problems ICML 2025 TabReD: Analyzing Pitfalls and Filling the Gaps in Tabular Deep Learning Benchmarks ICLR 2025 Tab-Shapley: Identifying Top-k Tabular Data Quality Insights AAAI 2025 TabXEval: Why this is a Bad Table? An eXhaustive Rubric for Table Evaluation ACL 2025 Tackling Social Bias against the Poor: a Dataset and a Taxonomy on Aporophobia NAACL 2025 Tackling View-Dependent Semantics in 3D Language Gaussian Splatting ICML 2025 TACLR: A Scalable and Efficient Retrieval-based Method for Industrial Product Attribute Value Identification ACL 2025 TACO: Enhancing Multimodal In-context Learning via Task Mapping-Guided Sequence Configuration EMNLP 2025 TagRouter: Learning Route to LLMs through Tags for Open-Domain Text Generation Tasks ACL 2025 Tahḏīb: A Rhythm-Aware Phrase Insertion for Classical Arabic Poetry Composition EMNLP 2025 TailedCore: Few-Shot Sampling for Unsupervised Long-Tail Noisy Anomaly Detection CVPR 2025 TAIL-MIL: Time-Aware and Instance-Learnable Multiple Instance Learning for Multivariate Time Series Anomaly Detection AAAI 2025 Tailoring Table Retrieval from a Field-aware Hybrid Matching Perspective EMNLP 2025 Talent: A Tabular Analytics and Learning Toolbox JMLR 2025 Talking Point based Ideological Discourse Analysis in News Events ACL 2025 Taming Language Models for Text-attributed Graph Learning with Decoupled Aggregation ACL 2025 Tapping into Social Media in Crisis: A Survey ACL 2025 TAPT: Test-Time Adversarial Prompt Tuning for Robust Inference in Vision-Language Models CVPR 2025 TAQEEM 2025: Overview of The First Shared Task for Arabic Quality Evaluation of Essays in Multi-dimensions EMNLP 2025 Targeted Learning for Variable Importance UAI 2025 Targeted Source Text Editing for Machine Translation: Exploiting Quality Estimators and Large Language Models EMNLP 2025