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Research Topics

105 curated topics covering 22,540 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 Models1736Diffusion Models1280Deep Reinforcement Learning724Vision-Language Models629Graph Neural Networks565Transformer Architecture557Chain-of-Thought Reasoning547Multimodal Learning517Video-Language Understanding489RLHF468Language Modeling437Federated Learning433Vision Transformers419Parameter-Efficient Fine-Tuning393Adversarial Robustness386Multi-Agent RL382Stochastic Optimization382Domain Adaptation365Reinforcement Learning349Model-Based RL329Policy Optimization325Representation Learning317Neural Radiance Fields313Pose Estimation3003D Reconstruction2953D Generation293Mixture of Experts286Text-to-Image Generation268Privacy in ML242Adversarial Attacks242

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Language Models

10 topics · 3931 papers
Large Language Models1736Chain-of-Thought Reasoning547RLHF468Language Modeling437Prompt Engineering200Instruction Tuning187Retrieval-Augmented Generation161In-Context Learning93Text Generation88Code Generation14
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Generative Models

12 topics · 3180 papers
Diffusion Models1280Neural Radiance Fields3133D Generation293Text-to-Image Generation268Flow-Based Models235Generative Modeling225Variational Autoencoders141Generative Adversarial Networks135Video Generation128Energy-Based Models62Autoregressive Models53Image Synthesis47
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Reinforcement Learning

8 topics · 2506 papers
Deep Reinforcement Learning724Multi-Agent RL382Reinforcement Learning349Model-Based RL329Policy Optimization325Offline Reinforcement Learning189Exploration in RL127Imitation Learning81
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Multimodal

8 topics · 2377 papers
Vision-Language Models629Multimodal Learning517Video-Language Understanding489Visual Question Answering216Image Captioning183Visual Grounding157Audio-Visual Learning106Image-Text Matching80
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Architectures

8 topics · 2127 papers
Graph Neural Networks565Transformer Architecture557Vision Transformers419Mixture of Experts286State Space Models142Neural Architecture Search80Convolutional Networks42Recurrent Networks36
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Learning Paradigms

12 topics · 1736 papers
Domain Adaptation365Transfer Learning194Multi-Task Learning185Meta-Learning169Active Learning167Semi-Supervised Learning158Contrastive Learning120Zero-Shot Learning105Few-Shot Learning95Continual Learning79Self-Supervised Learning76Curriculum Learning23
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Efficiency

8 topics · 1226 papers
Federated Learning433Parameter-Efficient Fine-Tuning393Knowledge Distillation240Quantization50Pruning46Efficient Inference30Model Compression24Distributed Training10
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Vision Recognition

10 topics · 1219 papers
Pose Estimation3003D Object Detection236Panoptic Segmentation225Action Recognition113Semantic Segmentation101Object Detection96Face Recognition49Instance Segmentation45Scene Understanding43Image Classification11
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Robustness

5 topics · 966 papers
Adversarial Robustness386Adversarial Attacks242Out-of-Distribution Detection165Model Calibration90Uncertainty Quantification83
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3D Vision

3 topics · 597 papers
3D Reconstruction295Depth Estimation181Point Cloud Processing121
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Applications

8 topics · 555 papers
Medical Imaging149Autonomous Driving141Robotics82Drug Discovery65Recommender Systems47Scientific Machine Learning37Time Series29Document Understanding5
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Ethics & Safety

3 topics · 499 papers
Privacy in ML242Fairness in ML227Interpretability30
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Optimization

2 topics · 462 papers
Stochastic Optimization382Non-Convex Optimization80
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Representation Learning

3 topics · 421 papers
Representation Learning317Disentangled Representations78Metric Learning26
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Video Analysis

2 topics · 345 papers
Object Tracking196Optical Flow149
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Low-Level Vision

1 topics · 197 papers
Image Restoration197
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Theory

1 topics · 110 papers
Optimal Transport110
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Data

1 topics · 86 papers
Data Augmentation86