| MiniDrive: More Efficient Vision-Language Models with Multi-Level 2D Features as Text Tokens for Autonomous Driving | Sep 11, 2024 | Autonomous DrivingFeature Engineering | CodeCode Available | 2 |
| CNMBERT: A Model for Converting Hanyu Pinyin Abbreviations to Chinese Characters | Nov 18, 2024 | fill-maskFill Mask | CodeCode Available | 2 |
| CLIP-MoE: Towards Building Mixture of Experts for CLIP with Diversified Multiplet Upcycling | Sep 28, 2024 | image-classificationImage Classification | CodeCode Available | 2 |
| MC-MoE: Mixture Compressor for Mixture-of-Experts LLMs Gains More | Oct 8, 2024 | Mixture-of-ExpertsQuantization | CodeCode Available | 2 |
| Object Detection using Event Camera: A MoE Heat Conduction based Detector and A New Benchmark Dataset | Dec 9, 2024 | Computational EfficiencyMixture-of-Experts | CodeCode Available | 2 |
| Superposition in Transformers: A Novel Way of Building Mixture of Experts | Dec 31, 2024 | Mixture-of-Experts | CodeCode Available | 2 |
| M4: Multi-Proxy Multi-Gate Mixture of Experts Network for Multiple Instance Learning in Histopathology Image Analysis | Jul 24, 2024 | Mixture-of-ExpertsMultiple Instance Learning | CodeCode Available | 1 |
| M^3ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design | Oct 26, 2022 | Mixture-of-ExpertsMulti-Task Learning | CodeCode Available | 1 |
| M^4oE: A Foundation Model for Medical Multimodal Image Segmentation with Mixture of Experts | May 15, 2024 | Image SegmentationMixture-of-Experts | CodeCode Available | 1 |
| M3oE: Multi-Domain Multi-Task Mixture-of Experts Recommendation Framework | Apr 29, 2024 | AutoMLMixture-of-Experts | CodeCode Available | 1 |
| LMHaze: Intensity-aware Image Dehazing with a Large-scale Multi-intensity Real Haze Dataset | Oct 21, 2024 | Image DehazingMamba | CodeCode Available | 1 |
| M3-Jepa: Multimodal Alignment via Multi-directional MoE based on the JEPA framework | Sep 9, 2024 | Computational EfficiencyCross-Modal Retrieval | CodeCode Available | 1 |
| LOLA -- An Open-Source Massively Multilingual Large Language Model | Sep 17, 2024 | DiversityLanguage Modeling | CodeCode Available | 1 |
| LLMBind: A Unified Modality-Task Integration Framework | Feb 22, 2024 | AI AgentAudio Generation | CodeCode Available | 1 |
| PAD-Net: An Efficient Framework for Dynamic Networks | Nov 10, 2022 | image-classificationImage Classification | CodeCode Available | 1 |
| LLMCarbon: Modeling the end-to-end Carbon Footprint of Large Language Models | Sep 25, 2023 | GPUMixture-of-Experts | CodeCode Available | 1 |
| Long-Tailed Visual Recognition via Self-Heterogeneous Integration with Knowledge Excavation | Apr 3, 2023 | Mixture-of-ExpertsTransfer Learning | CodeCode Available | 1 |
| Making Neural Networks Interpretable with Attribution: Application to Implicit Signals Prediction | Aug 26, 2020 | Interpretable Machine LearningMixture-of-Experts | CodeCode Available | 1 |
| LITE: Modeling Environmental Ecosystems with Multimodal Large Language Models | Apr 1, 2024 | Decision MakingLanguage Modeling | CodeCode Available | 1 |
| AlphaLoRA: Assigning LoRA Experts Based on Layer Training Quality | Oct 14, 2024 | Mixture-of-Expertsparameter-efficient fine-tuning | CodeCode Available | 1 |
| A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction | Sep 26, 2024 | Mixture-of-ExpertsPrediction | CodeCode Available | 1 |
| Learning to Skip the Middle Layers of Transformers | Jun 26, 2025 | Mixture-of-Experts | CodeCode Available | 1 |
| LIBMoE: A Library for comprehensive benchmarking Mixture of Experts in Large Language Models | Nov 1, 2024 | BenchmarkingMixture-of-Experts | CodeCode Available | 1 |
| ChatVLA: Unified Multimodal Understanding and Robot Control with Vision-Language-Action Model | Feb 20, 2025 | Mixture-of-ExpertsQuestion Answering | CodeCode Available | 1 |
| Parameter Efficient Adaptation for Image Restoration with Heterogeneous Mixture-of-Experts | Dec 12, 2023 | DenoisingDiversity | CodeCode Available | 1 |
