# Mixture-of-experts

2,607 papers in 12 research directions. Data through 7 Oct 2026.
HTML: https://mlsanity.com/moe/

## Directions (largest first)

- [MoE large language models](https://mlsanity.com/moe/moe-large-language-models/index.md): 541 papers, 4 new this week
- [Efficient MoE training and inference systems](https://mlsanity.com/moe/efficient-moe-training-and-inference-systems/index.md): 386 papers, 5 new this week
- [Vision mixture-of-experts](https://mlsanity.com/moe/vision-mixture-of-experts/index.md): 338 papers, 0 new this week
- [Expert routing strategies](https://mlsanity.com/moe/expert-routing-strategies/index.md): 323 papers, 7 new this week
- [Multimodal MoE models](https://mlsanity.com/moe/multimodal-moe-models/index.md): 221 papers, 1 new this week
- [MoE theory and gating functions](https://mlsanity.com/moe/moe-theory-and-gating-functions/index.md): 188 papers, 0 new this week
- [MoE in reinforcement learning and robotics](https://mlsanity.com/moe/moe-in-reinforcement-learning-and-robotics/index.md): 151 papers, 2 new this week
- [Medical and biomedical MoE](https://mlsanity.com/moe/medical-and-biomedical-moe/index.md): 139 papers, 1 new this week
- [Mixture of LoRA experts](https://mlsanity.com/moe/mixture-of-lora-experts/index.md): 128 papers, 0 new this week
- [MoE for time series and graphs](https://mlsanity.com/moe/moe-for-time-series-and-graphs/index.md): 114 papers, 0 new this week
- [MoE for recommender systems](https://mlsanity.com/moe/moe-for-recommender-systems/index.md): 41 papers, 0 new this week
- [Federated mixture-of-experts](https://mlsanity.com/moe/federated-mixture-of-experts/index.md): 37 papers, 0 new this week