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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)

A Provably Accurate Randomized Sampling Algorithm for Logistic Regression AAAI 2024 AQuA – Combining Experts’ and Non-Experts’ Views To Assess Deliberation Quality in Online Discussions Using LLMs COLING 2024 A Qualitative Inquiry into the South African Language Identifier’s Performance on YouTube Comments. COLING 2024 AquaLoRA: Toward White-box Protection for Customized Stable Diffusion Models via Watermark LoRA ICML 2024 Arabic Diacritization Using Morphologically Informed Character-Level Model COLING 2024 ArabicMMLU: Assessing Massive Multitask Language Understanding in Arabic ACL 2024 AraCLIP: Cross-Lingual Learning for Effective Arabic Image Retrieval ACL 2024 AraTar: A Corpus to Support the Fine-grained Detection of Hate Speech Targets in the Arabic Language COLING 2024 A Rate-Distortion View of Uncertainty Quantification ICML 2024 Arbitrariness and Social Prediction: The Confounding Role of Variance in Fair Classification AAAI 2024 Arbitrary Time Information Modeling via Polynomial Approximation for Temporal Knowledge Graph Embedding COLING 2024 ArcGeo: Localizing Limited Field-of-View Images Using Cross-View Matching WACV 2024 Archaeology at MLSP 2024: Machine Translation for Lexical Complexity Prediction and Lexical Simplification NAACL 2024 Are Articulatory Feature Overlaps Shrouded in Speech Embeddings? Interspeech 2024 A Recipe for Charge Density Prediction NeurIPS 2024 Are Decoder-Only Language Models Better than Encoder-Only Language Models in Understanding Word Meaning? ACL 2024 Are ELECTRA’s Sentence Embeddings Beyond Repair? The Case of Semantic Textual Similarity EMNLP 2024 Are Graph Neural Networks Optimal Approximation Algorithms? NeurIPS 2024 Are High-Degree Representations Really Unnecessary in Equivariant Graph Neural Networks? NeurIPS 2024 Are Language Models Actually Useful for Time Series Forecasting? NeurIPS 2024 Are LLMs Capable of Data-based Statistical and Causal Reasoning? Benchmarking Advanced Quantitative Reasoning with Data ACL 2024 Are Logistic Models Really Interpretable? IJCAI 2024 Are Multiple Instance Learning Algorithms Learnable for Instances? NeurIPS 2024 Are nuclear masks all you need for improved out-of-domain generalisation? A closer look at cancer classification in histopathology NeurIPS 2024 A representation-learning game for classes of prediction tasks ICLR 2024