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Research Topics

105 curated topics covering 130,003 paper mappings from top CV/ML conferences.

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Generative Models

12 topics · 17443 papers

Diffusion Models3332 Generative Modeling2294 Energy-Based Models2064 3D Generation1673 Generative Adversarial Networks1626 Text-to-Image Generation1413 Neural Radiance Fields1256 Variational Autoencoders929 Video Generation915 Image Synthesis847 Flow-Based Models660 Autoregressive Models434

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Language Models

10 topics · 16969 papers

Large Language Models5148 Language Modeling3637 Chain-of-Thought Reasoning1948 RLHF1831 Prompt Engineering1240 Instruction Tuning1138 Retrieval-Augmented Generation686 Text Generation605 In-Context Learning529 Code Generation207

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Learning Paradigms

12 topics · 13889 papers

Domain Adaptation2197 Active Learning2011 Meta-Learning1906 Transfer Learning1468 Multi-Task Learning1450 Zero-Shot Learning1201 Self-Supervised Learning957 Semi-Supervised Learning846 Contrastive Learning525 Curriculum Learning524 Few-Shot Learning508 Continual Learning296

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Architectures

8 topics · 13731 papers

Vision Transformers4105 Mixture of Experts2740 Graph Neural Networks2422 Transformer Architecture2005 Neural Architecture Search1072 State Space Models629 Convolutional Networks408 Recurrent Networks350

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Multimodal

8 topics · 13389 papers

Vision-Language Models3239 Multimodal Learning2441 Video-Language Understanding2419 Visual Question Answering1463 Image Captioning1359 Visual Grounding1045 Image-Text Matching794 Audio-Visual Learning629

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Reinforcement Learning

8 topics · 10468 papers

Policy Optimization2067 Deep Reinforcement Learning1981 Model-Based RL1433 Reinforcement Learning1404 Multi-Agent RL1345 Offline Reinforcement Learning1234 Exploration in RL589 Imitation Learning415

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Vision Recognition

10 topics · 8284 papers

3D Object Detection1635 Panoptic Segmentation1307 Object Detection1119 Pose Estimation1007 Action Recognition823 Semantic Segmentation735 Scene Understanding676 Instance Segmentation439 Face Recognition424 Image Classification119

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Representation Learning

3 topics · 6748 papers

Representation Learning4782 Disentangled Representations1187 Metric Learning779

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Efficiency

8 topics · 5997 papers

Parameter-Efficient Fine-Tuning1837 Knowledge Distillation1303 Federated Learning878 Efficient Inference749 Model Compression541 Quantization278 Pruning248 Distributed Training163

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Robustness

5 topics · 4226 papers

Adversarial Robustness1269 Adversarial Attacks1054 Out-of-Distribution Detection823 Model Calibration611 Uncertainty Quantification469

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3D Vision

3 topics · 4143 papers

3D Reconstruction1800 Depth Estimation1473 Point Cloud Processing870

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Applications

8 topics · 3736 papers

Medical Imaging1081 Autonomous Driving676 Scientific Machine Learning622 Robotics512 Drug Discovery302 Time Series266 Recommender Systems215 Document Understanding62

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Ethics & Safety

3 topics · 3284 papers

Fairness in ML1656 Privacy in ML1291 Interpretability337

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Optimization

2 topics · 2923 papers

Stochastic Optimization2158 Non-Convex Optimization765

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Video Analysis

2 topics · 2102 papers

Object Tracking1084 Optical Flow1018

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Low-Level Vision

1 topics · 1196 papers

Image Restoration1196

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Theory

1 topics · 865 papers

Optimal Transport865

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Data

1 topics · 610 papers

Data Augmentation610