| LOLA -- An Open-Source Massively Multilingual Large Language Model | Sep 17, 2024 | DiversityLanguage Modeling | CodeCode Available | 1 |
| Long-Tailed Visual Recognition via Self-Heterogeneous Integration with Knowledge Excavation | Apr 3, 2023 | Mixture-of-ExpertsTransfer Learning | CodeCode Available | 1 |
| LLMBind: A Unified Modality-Task Integration Framework | Feb 22, 2024 | AI AgentAudio Generation | CodeCode Available | 1 |
| Dynamic Language Group-Based MoE: Enhancing Code-Switching Speech Recognition with Hierarchical Routing | Jul 26, 2024 | AttributeLanguage Modelling | CodeCode Available | 1 |
| BiMediX: Bilingual Medical Mixture of Experts LLM | Feb 20, 2024 | Mixture-of-ExpertsMultiple-choice | CodeCode Available | 1 |
| LLMCarbon: Modeling the end-to-end Carbon Footprint of Large Language Models | Sep 25, 2023 | GPUMixture-of-Experts | CodeCode Available | 1 |
| LITE: Modeling Environmental Ecosystems with Multimodal Large Language Models | Apr 1, 2024 | Decision MakingLanguage Modeling | CodeCode Available | 1 |
| Efficient Expert Pruning for Sparse Mixture-of-Experts Language Models: Enhancing Performance and Reducing Inference Costs | Jul 1, 2024 | GPUMixture-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 |
| Efficient Fine-tuning of Audio Spectrogram Transformers via Soft Mixture of Adapters | Feb 1, 2024 | Mixture-of-Expertsparameter-efficient fine-tuning | CodeCode Available | 1 |
| Learning Soccer Juggling Skills with Layer-wise Mixture-of-Experts | Jul 24, 2022 | Deep Reinforcement LearningHumanoid Control | CodeCode Available | 1 |
| Lifting the Curse of Capacity Gap in Distilling Language Models | May 20, 2023 | Knowledge DistillationMixture-of-Experts | CodeCode Available | 1 |
| M3oE: Multi-Domain Multi-Task Mixture-of Experts Recommendation Framework | Apr 29, 2024 | AutoMLMixture-of-Experts | CodeCode Available | 1 |
| MEFT: Memory-Efficient Fine-Tuning through Sparse Adapter | Jun 7, 2024 | CPUGPU | CodeCode Available | 1 |
| Layerwise Recurrent Router for Mixture-of-Experts | Aug 13, 2024 | AttributeMixture-of-Experts | CodeCode Available | 1 |
| RetGen: A Joint framework for Retrieval and Grounded Text Generation Modeling | May 14, 2021 | Dialogue GenerationLanguage Modeling | CodeCode Available | 1 |
| DMT-HI: MOE-based Hyperbolic Interpretable Deep Manifold Transformation for Unspervised Dimensionality Reduction | Oct 25, 2024 | Dimensionality ReductionMixture-of-Experts | CodeCode Available | 1 |
| DMoERM: Recipes of Mixture-of-Experts for Effective Reward Modeling | Mar 2, 2024 | Language ModellingLarge Language Model | CodeCode Available | 1 |
| Efficient and Degradation-Adaptive Network for Real-World Image Super-Resolution | Mar 27, 2022 | Image Super-ResolutionMixture-of-Experts | CodeCode Available | 1 |
| JanusDNA: A Powerful Bi-directional Hybrid DNA Foundation Model | May 22, 2025 | GPULong-range modeling | CodeCode Available | 1 |
| HyperMoE: Towards Better Mixture of Experts via Transferring Among Experts | Feb 20, 2024 | Mixture-of-ExpertsMulti-Task Learning | CodeCode Available | 1 |
| HydraSum: Disentangling Stylistic Features in Text Summarization using Multi-Decoder Models | Oct 8, 2021 | Abstractive Text SummarizationDecoder | CodeCode Available | 1 |
| HyperFormer: Enhancing Entity and Relation Interaction for Hyper-Relational Knowledge Graph Completion | Aug 12, 2023 | AttributeKnowledge Graph Completion | CodeCode Available | 1 |
| Image Super-resolution Via Latent Diffusion: A Sampling-space Mixture Of Experts And Frequency-augmented Decoder Approach | Oct 18, 2023 | Blind Super-ResolutionDecoder | CodeCode Available | 1 |
| Hierarchical Time-Aware Mixture of Experts for Multi-Modal Sequential Recommendation | Jan 24, 2025 | Contrastive LearningMixture-of-Experts | CodeCode Available | 1 |
| Heterogeneous Mixture of Experts for Remote Sensing Image Super-Resolution | Feb 12, 2025 | Image Super-ResolutionMixture-of-Experts | CodeCode Available | 1 |
| Distribution-aware Forgetting Compensation for Exemplar-Free Lifelong Person Re-identification | Apr 21, 2025 | Exemplar-FreeKnowledge Distillation | CodeCode Available | 1 |
| HyperRouter: Towards Efficient Training and Inference of Sparse Mixture of Experts | Dec 12, 2023 | Mixture-of-Experts | CodeCode Available | 1 |
| Heterogeneous Multi-task Learning with Expert Diversity | Jun 20, 2021 | DiversityMixture-of-Experts | CodeCode Available | 1 |
| Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss | Sep 9, 2021 | Mixture-of-ExpertsRetrieval | CodeCode Available | 1 |
| Towards Crowdsourced Training of Large Neural Networks using Decentralized Mixture-of-Experts | Feb 10, 2020 | Language ModellingMixture-of-Experts | CodeCode Available | 1 |
| Jakiro: Boosting Speculative Decoding with Decoupled Multi-Head via MoE | Feb 10, 2025 | DiversityLanguage Modeling | CodeCode Available | 1 |
| Go Wider Instead of Deeper | Jul 25, 2021 | Image ClassificationMixture-of-Experts | CodeCode Available | 1 |
| Distilling the Knowledge in a Neural Network | Mar 9, 2015 | Knowledge DistillationMixture-of-Experts | CodeCode Available | 1 |
| Gradient-free variational learning with conditional mixture networks | Aug 29, 2024 | Computational EfficiencyMixture-of-Experts | CodeCode Available | 1 |
| Large Multi-modality Model Assisted AI-Generated Image Quality Assessment | Apr 27, 2024 | Image Quality AssessmentMixture-of-Experts | CodeCode Available | 1 |
| GaVaMoE: Gaussian-Variational Gated Mixture of Experts for Explainable Recommendation | Oct 15, 2024 | Explainable RecommendationLanguage Modelling | CodeCode Available | 1 |
| Awaker2.5-VL: Stably Scaling MLLMs with Parameter-Efficient Mixture of Experts | Nov 16, 2024 | Mixture-of-ExpertsOptical Character Recognition (OCR) | CodeCode Available | 1 |
| Learning to Skip the Middle Layers of Transformers | Jun 26, 2025 | Mixture-of-Experts | CodeCode Available | 1 |
| GraphMETRO: Mitigating Complex Graph Distribution Shifts via Mixture of Aligned Experts | Dec 7, 2023 | DiversityGraph Neural Network | CodeCode Available | 1 |
| Frequency-Adaptive Pan-Sharpening with Mixture of Experts | Jan 4, 2024 | Mixture-of-Experts | CodeCode Available | 1 |
| FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts | Jan 25, 2025 | Mixture-of-ExpertsPrediction | CodeCode Available | 1 |
| Efficient Dictionary Learning with Switch Sparse Autoencoders | Oct 10, 2024 | Dictionary LearningMixture-of-Experts | CodeCode Available | 1 |
| Dynamic Data Mixing Maximizes Instruction Tuning for Mixture-of-Experts | Jun 17, 2024 | Mixture-of-Experts | CodeCode Available | 1 |
| DirectMultiStep: Direct Route Generation for Multi-Step Retrosynthesis | May 22, 2024 | DiversityMixture-of-Experts | CodeCode Available | 1 |
| Gated Multimodal Units for Information Fusion | Feb 7, 2017 | General ClassificationGenre classification | CodeCode Available | 1 |
| Graph Sparsification via Mixture of Graphs | May 23, 2024 | Graph LearningMixture-of-Experts | CodeCode Available | 1 |
| Few-Shot and Continual Learning with Attentive Independent Mechanisms | Jul 29, 2021 | Continual LearningFew-Shot Learning | 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 |
| AutoMoE: Heterogeneous Mixture-of-Experts with Adaptive Computation for Efficient Neural Machine Translation | Oct 14, 2022 | CPUMachine Translation | CodeCode Available | 1 |