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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)

Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length ICLR 2025 SymmCompletion: High-Fidelity and High-Consistency Point Cloud Completion with Symmetry Guidance AAAI 2025 SymmetricDiffusers: Learning Discrete Diffusion on Finite Symmetric Groups ICLR 2025 Synapse@DravidianLangTech 2025: Multiclass Political Sentiment Analysis in Tamil X (Twitter) Comments: Leveraging Feature Fusion of IndicBERTv2 and Lexical Representations NAACL 2025 SyncDiff: Diffusion-Based Talking Head Synthesis with Bottlenecked Temporal Visual Prior for Improved Synchronization WACV 2025 Synchronization of Multiple Videos ICCV 2025 Synergy and Diversity in CLIP: Enhancing Performance Through Adaptive Backbone Ensembling ICLR 2025 Synergy Between Sufficient Changes and Sparse Mixing Procedure for Disentangled Representation Learning ICLR 2025 Synergy of GFlowNet and Protein Language Model Makes a Diverse Antibody Designer AAAI 2025 SynGraph: A Dynamic Graph-LLM Synthesis Framework for Sparse Streaming User Sentiment Modeling ACL 2025 SyntaxMind at BLP-2025 Task 1: Leveraging Attention Fusion of CNN and GRU for Hate Speech Detection AACL 2025 SyntaxMind at SemEval-2025 Task 11: BERT Base Multi-label Emotion Detection Using Gated Recurrent Unit SemEval 2025 Synthesizing Privacy-Preserving Text Data via Finetuning *without* Finetuning Billion-Scale LLMs ICML 2025 Synthetic continued pretraining ICLR 2025 Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class AAAI 2025 Synth-SBDH: A Synthetic Dataset of Social and Behavioral Determinants of Health for Clinical Text EMNLP 2025 SysCaps: Language Interfaces for Simulation Surrogates of Complex Systems ICLR 2025 System 1.x: Learning to Balance Fast and Slow Planning with Language Models ICLR 2025 Systematic Evaluation of Auto-Encoding and Large Language Model Representations for Capturing Author States and Traits ACL 2025 Systematic Evaluation of Machine Learning and Transformer-Based Methods for Scientific Telescope Literature Classification AACL 2025 System-Aware Unlearning Algorithms: Use Lesser, Forget Faster ICML 2025 SYSUpporter Team at BEA 2025 Shared Task: Class Compensation and Assignment Optimization for LLM-generated Tutor Identification ACL 2025 SzegedAI at GenAI Detection Task 1: Beyond Binary - Soft-Voting Multi-Class Classification for Binary Machine-Generated Text Detection Across Diverse Language Models COLING 2025 T2DR: A Two-Tier Deficiency-Resistant Framework for Incomplete Multimodal Learning ACL 2025 T2S: High-resolution Time Series Generation with Text-to-Series Diffusion Models IJCAI 2025