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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)

Binary Message Passing for Generalizable Semi-Supervised Graph Anomaly Detection AAAI 2026 Binary Split Categorical Feature with Mean Absolute Error Criteria in CART AAAI 2026 Binary Token-Level Classification with DeBERTa for All-Type MWE Identification: A Lightweight Approach with Linguistic Enhancement EACL 2026 BiST-Mamba: A Dual-branch Spatio-Temporal Mamba Network for Encrypted Traffic Classification (Student Abstract) AAAI 2026 blue at SemEval-2026 Task 4: Synergizing Long-Context Reranking with Semantic Similarity for Narrative Alignment SemEval 2026 Boosting Fine-Grained Urban Flow Inference via Lightweight Architecture and Focalized Optimization AAAI 2026 Boosting Noisy Correspondence Discrimination via Dynamic Neighborhood Semantic Verification AAAI 2026 BrainLMM: A Label-Free Framework for Mapping Multi-Semantic Representation in the Human Visual Cortex AAAI 2026 Breaking One-Size-Fits-All: Revisiting Out-of-Distribution Detection on Graphs Under Diverse Distribution Shifts AAAI 2026 Breaking the Dyadic Barrier: Rethinking Fairness in Link Prediction Beyond Demographic Parity AAAI 2026 Break the Tie: Learning Cluster-Customized Category Relationships for Categorical Data Clustering AAAI 2026 Bridging Distance and Spectral Positional Encodings via Anchor-Based Diffusion Geometry Approximation ACL 2026 Bridging Lifelong and Multi-Task Representation Learning: An Algorithm and a Complexity Measure ALT 2026 Bridging Machine Learning and Physics for Scalable Long-Term Building Temperature Prediction (Student Abstract) AAAI 2026 Bridging Optimization and Neural Networks for Efficient Multi-view Clustering AAAI 2026 Bridging Scale Discrepancies in Robotic Control via Language-Based Action Representations AAAI 2026 Bridging the Skills Gap: A Course Model for Modern Generative AI Education AAAI 2026 BrightRate: Quality Assessment for User-Generated HDR Videos WACV 2026 Bringing Emerging Architectures to Sequence Labeling in NLP EACL 2026 BugSweeper: Function-Level Detection of Smart Contract Vulnerabilities Using Graph Neural Networks AAAI 2026 Burst Image Quality Assessment: A New Benchmark and Unified Framework for Multiple Downstream Tasks AAAI 2026 C3RL: Rethinking the Combination of Channel-independence and Channel-mixing from Representation Learning AAAI 2026 CAD-VAE: Leveraging Correlation-Aware Latents for Comprehensive Fair Disentanglement AAAI 2026 CAFU: Constrained Alignment and Filtered Uniformity for Denoising Recommendation AAAI 2026 CALE : Concept-Aligned Embeddings for Both Within-Lemma and Inter-Lemma Sense Differentiation EACL 2026