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Machine Learning

132,800 papers (10 classified directly here)

Subtopics · a paper can sit in several, so these overlap

Learning Types (56,253) Core Methods (51,083) Optimization & Theory (43,292) Application Areas (34,437) Bayesian & Probabilistic (4,733) Learning Paradigms (2,205)

Papers per year

5
76
533
1,651
11,133
21,167
2000
'5
'10
'15
'20
'25

Papers (including subtopics)

Efficient Quantum Approximate kNN Algorithm via Granular-Ball Computing IJCAI 2025 Efficient Real-time Refinement of Language Model Text Generation EMNLP 2025 Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection (Extended Abstract) IJCAI 2025 Efficient Reinforcement Learning in Probabilistic Reward Machines AAAI 2025 Efficient Reinforcement Learning Through Adaptively Pretrained Visual Encoder AAAI 2025 Efficient Reinforcement Learning with Large Language Model Priors ICLR 2025 Efficient Robot Learning via Interaction with Humans AAAI 2025 Efficient Robust Conformal Prediction via Lipschitz-Bounded Networks ICML 2025 Efficient Robustness Evaluation via Constraint Relaxation AAAI 2025 Efficient Safety Alignment of Large Language Models via Preference Re-ranking and Representation-based Reward Modeling ACL 2025 Efficient Self-Supervised Video Hashing with Selective State Spaces AAAI 2025 Efficient Skill Discovery via Regret-Aware Optimization ICML 2025 Efficient Solutions For An Intriguing Failure of LLMs: Long Context Window Does Not Mean LLMs Can Analyze Long Sequences Flawlessly COLING 2025 Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement ICLR 2025 Efficient Source-free Unlearning via Energy-Guided Data Synthesis and Discrimination-Aware Multitask Optimization ICML 2025 Efficient Sparse PCA via Block-Diagonalization ICLR 2025 Efficient Speech Translation through Model Compression and Knowledge Distillation ACL 2025 Efficient Spiking Point Mamba for Point Cloud Analysis ICCV 2025 Efficient stagewise pretraining via progressive subnetworks ICLR 2025 Efficient Subsampling for GNN Downstream Tasks ACML 2025 Efficient Test-time Adaptive Object Detection via Sensitivity-Guided Pruning CVPR 2025 Efficient Time Series Processing for Transformers and State-Space Models through Token Merging ICML 2025 Efficient Tool Use with Chain-of-Abstraction Reasoning COLING 2025 Efficient Top-m Data Values Identification for Data Selection ICLR 2025 Efficient Traffic Prediction Through Spatio-Temporal Distillation AAAI 2025