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AI-trends-in-conferences

Track the trends of hot topics in AI conferences.

Conferences included: CVPR, ICML, ICLR, NIPS.

2024

2024 ICML

Type Topics
Top 5 topics 'graph', 'zero_few-shot', 'llm', 'optimization', 'transformer'
Emerging topics 'deformation', 'autonomous driving', 'object detection', 'splatting', 'token'
Fading topics 'curriculum learning', 'vae', 'rl', 'weakly-supervised', 'imitation learning'

2024 CVPR

Type Topics
Top 5 topics '3d', 'generative model', 'segmentation', 'multimodal', 'zero_few-shot'
Emerging topics 'high-fidelity', 'optical flow', 'streaming', 'self-learning', 'decomposition'
Fading topics 'time series forecasting', 'curriculum learning', 'text-video', 'self-supervision', 'meta-learning'

2024 ICLR

Type Topics
Top 5 topics zero_few-shot, graph, representation, optimization, transformer
Emerging topics 'biased', 'token', 'text-guided', 'self-learning', 'autonomous driving'
Fading topics 'self-supervision', 'enhancement', 'weakly-supervised', 'category discovery', 'decision trees'

2023

2023 NIPS

Type Topics
Top 5 topics 'object detection', 'zero_few-shot', 'graph', 'optimization', 'llm'
Emerging topics 'object detection', 'radiance field', 'motion', 'differential equation solving', 'rl'
Fading topics 'decision trees', 'vae', 'multi-agent', 'sparse', 'self-supervision'

2023 ICCV

Type Topics
Top 5 topics 'object detection', '3d', 'segmentation', 'transformer', 'zero_few-shot'

2023 ICML

Type Topics
Top 5 topics 'zero_few-shot', 'graph', 'optimization', 'reinforcement learning', 'representation'
Emerging topics 'motion', 'decision trees', 'radiance field', 'diffusion models', 'federated learning'
Fading topics 'self-supervision', 'multi-agent', 'contrastive learning', 'meta-learning', 'transfer learning'

2023 CVPR

Type Topics
Top 5 topics '3d', 'zero_few-shot', 'transformer', 'segmentation', 'multimodal'
Emerging topics 'imitation learning', 'radiance field', 'motion', 'diffusion models', 'multi-agent'
Fading topics 'vae', 'offline reinforcement learning', 'low-rank', 'bayesian', 'online learning'

2023 ICLR

Type Topics
Top 5 topics zero_few-shot, graph, representation, optimization, transformer
Emerging topics diffusion models, self-supervision, llm
Fading topics 3d, segmentation, vae, flow, bayesian

Notes:

  • Top 5 topics: topics with the number of articles among the top 5.
  • Emerging topics: topics with increasing ratio among the top 5.
  • Fading topics: topics with decreasing ratio among the top 5.

License: MIT license

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Track the trends of hot topics in AI conferences.

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