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Research Topics

105 curated topics covering 76,740 paper mappings from top CV/ML conferences.

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Visualize and compare research momentum across multiple topics side-by-side

🌐 Popular Topics

Large Language Models3194Diffusion Models2550Vision Transformers2307Representation Learning2278Graph Neural Networks1904Language Modeling1745Vision-Language Models1712Mixture of Experts1485Stochastic Optimization1449Multimodal Learning1425Video-Language Understanding1307Policy Optimization1295Deep Reinforcement Learning1291Chain-of-Thought Reasoning1256Transformer Architecture12543D Reconstruction1197Domain Adaptation1112Active Learning1069Parameter-Efficient Fine-Tuning1056RLHF1041Generative Modeling10213D Generation985Fairness in ML9783D Object Detection962Panoptic Segmentation950Energy-Based Models922Adversarial Robustness887Image Restoration884Neural Radiance Fields875Text-to-Image Generation873

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Generative Models

12 topics · 10172 papers
Diffusion Models2550Generative Modeling10213D Generation985Energy-Based Models922Neural Radiance Fields875Text-to-Image Generation873Video Generation624Generative Adversarial Networks578Variational Autoencoders561Flow-Based Models485Image Synthesis460Autoregressive Models238
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Language Models

10 topics · 9585 papers
Large Language Models3194Language Modeling1745Chain-of-Thought Reasoning1256RLHF1041Instruction Tuning625Prompt Engineering568Retrieval-Augmented Generation402Text Generation349In-Context Learning276Code Generation129
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Architectures

8 topics · 8445 papers
Vision Transformers2307Graph Neural Networks1904Mixture of Experts1485Transformer Architecture1254Neural Architecture Search672State Space Models409Convolutional Networks222Recurrent Networks192
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Multimodal

8 topics · 7437 papers
Vision-Language Models1712Multimodal Learning1425Video-Language Understanding1307Image Captioning780Visual Question Answering694Visual Grounding680Image-Text Matching484Audio-Visual Learning355
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Learning Paradigms

12 topics · 7322 papers
Domain Adaptation1112Active Learning1069Meta-Learning871Multi-Task Learning732Zero-Shot Learning709Transfer Learning633Semi-Supervised Learning543Self-Supervised Learning465Contrastive Learning369Curriculum Learning312Few-Shot Learning311Continual Learning196
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Reinforcement Learning

8 topics · 6225 papers
Policy Optimization1295Deep Reinforcement Learning1291Multi-Agent RL873Model-Based RL781Reinforcement Learning748Offline Reinforcement Learning646Exploration in RL322Imitation Learning269
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Vision Recognition

10 topics · 5449 papers
3D Object Detection962Panoptic Segmentation950Pose Estimation765Object Detection691Action Recognition485Semantic Segmentation451Scene Understanding418Face Recognition352Instance Segmentation287Image Classification88
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Efficiency

8 topics · 3576 papers
Parameter-Efficient Fine-Tuning1056Knowledge Distillation683Federated Learning653Efficient Inference423Model Compression329Quantization194Pruning163Distributed Training75
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Representation Learning

3 topics · 3440 papers
Representation Learning2278Disentangled Representations679Metric Learning483
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Robustness

5 topics · 2776 papers
Adversarial Robustness887Adversarial Attacks605Out-of-Distribution Detection516Model Calibration443Uncertainty Quantification325
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3D Vision

3 topics · 2716 papers
3D Reconstruction1197Depth Estimation831Point Cloud Processing688
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Applications

8 topics · 2506 papers
Medical Imaging686Autonomous Driving443Robotics348Scientific Machine Learning347Drug Discovery238Time Series223Recommender Systems176Document Understanding45
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Ethics & Safety

3 topics · 1952 papers
Fairness in ML978Privacy in ML778Interpretability196
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Optimization

2 topics · 1906 papers
Stochastic Optimization1449Non-Convex Optimization457
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Video Analysis

2 topics · 1490 papers
Object Tracking778Optical Flow712
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Low-Level Vision

1 topics · 884 papers
Image Restoration884
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Theory

1 topics · 526 papers
Optimal Transport526
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Data

1 topics · 333 papers
Data Augmentation333