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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)

Upcycling Instruction Tuning from Dense to Mixture-of-Experts via Parameter Merging ACL 2025 Uplift Model Evaluation with Ordinal Dominance Graphs JMLR 2025 Uplift-RAG: Uplift-Driven Knowledge Preference Alignment for Retrieval-Augmented Generation EMNLP 2025 UPSC2M: Benchmarking Adaptive Learning from Two Million MCQ Attempts ACL 2025 UR2N: Unified Retriever and ReraNker COLING 2025 UrbanWaste: In-the-Bin Dataset for Waste Disposal Inspection with Multi-Granularity Hierarchical Labels AAAI 2025 URLOST: Unsupervised Representation Learning without Stationarity or Topology ICLR 2025 USDC: A Dataset of  ̲User  ̲Stance and  ̲Dogmatism in Long  ̲Conversations ACL 2025 USDRL: Unified Skeleton-Based Dense Representation Learning with Multi-Grained Feature Decorrelation AAAI 2025 Using LLMs and Preference Optimization for Agreement-Aware HateWiC Classification ACL 2025 Using Machine Learning to Improve Research in the Agriculture Industry AAAI 2025 Using NLI to Identify Potential Collocation Transfer in L2 English ACL 2025 Using Shapley interactions to understand how models use structure ACL 2025 Using Submodular Optimization to Approximate Minimum-Size Abductive Path Explanations for Tree-Based Models UAI 2025 Ustnlp16 at SemEval-2025 Task 9: Improving Model Performance through Imbalance Handling and Focal Loss SemEval 2025 USWformer: Efficient Sparse Wavelet Transformer for Underwater Image Enhancement WACV 2025 UTBNLP at Semeval-2025 Task 11: Predicting Emotion Intensity with BERT and VAD-Informed Attention. SemEval 2025 Utilizing Semantic Textual Similarity for Clinical Survey Data Feature Selection ACL 2025 UWBa at SemEval-2025 Task 7: Multilingual and Crosslingual Fact-Checked Claim Retrieval SemEval 2025 V2C-CBM: Building Concept Bottlenecks with Vision-to-Concept Tokenizer AAAI 2025 VADE: Visual Attention Guided Hallucination Detection and Elimination ACL 2025 Valid Bootstraps for Network Embeddings with Applications to Network Visualisation UAI 2025 V-ALPHASOCIAL: Benchmark and Self-Reflective Chain-of-Thought Generation for Visual Social Commonsense Reasoning ACL 2025 Value Profiles for Encoding Human Variation EMNLP 2025 Variance-Aware Estimation of Kernel Mean Embedding JMLR 2025