UbiquitousLearning
A Research Team at BUPT and PKU, aiming to make AI (LLM) ubiquitous and democratized. PI: Mengwei Xu
Pinned Repositories
Benchmark-On-Device-Training
Our unique contributions are in tools/train/benchmark.
Efficient_Foundation_Model_Survey
Survey Paper List - Efficient LLM and Foundation Models
End2end-Federated-Learning
A demo of end-to-end federated learning system.
FedAdapter
"Efficient Federated Learning for Modern NLP", to appear at MobiCom 2023.
FwdLLM
mllm
Fast Multimodal LLM on Mobile Devices
MobileFM
One-size-fits-all model for mobile AI, a novel paradigm for mobile AI in which the OS and hardware co-manage a foundation model that is capable of addressing most, if not all, mobile AI tasks.
Paper-list-resource-efficient-large-language-model
PhoneLM
SLM_Survey
UbiquitousLearning's Repositories
UbiquitousLearning/mllm
Fast Multimodal LLM on Mobile Devices
UbiquitousLearning/Efficient_Foundation_Model_Survey
Survey Paper List - Efficient LLM and Foundation Models
UbiquitousLearning/Paper-list-resource-efficient-large-language-model
UbiquitousLearning/SLM_Survey
UbiquitousLearning/End2end-Federated-Learning
A demo of end-to-end federated learning system.
UbiquitousLearning/FedAdapter
"Efficient Federated Learning for Modern NLP", to appear at MobiCom 2023.
UbiquitousLearning/PhoneLM
UbiquitousLearning/FwdLLM
UbiquitousLearning/MobileFM
One-size-fits-all model for mobile AI, a novel paradigm for mobile AI in which the OS and hardware co-manage a foundation model that is capable of addressing most, if not all, mobile AI tasks.
UbiquitousLearning/Benchmark-On-Device-Training
Our unique contributions are in tools/train/benchmark.
UbiquitousLearning/Mandheling-DSP-Training
The open-source project for "Mandheling: Mixed-Precision On-Device DNN Training with DSP Offloading"[MobiCom'2022]
UbiquitousLearning/MobileDLFrameworksBenchmark
UbiquitousLearning/Backpropagation_Free_Training_Survey
UbiquitousLearning/FeS
Federated Few-shot Learning for Mobile NLP. Conditionally accepted by MobiCom'23.
UbiquitousLearning/NNV12
UbiquitousLearning/DroidCall
UbiquitousLearning/LanFL
UbiquitousLearning/Edge-AI-Paper-List
UbiquitousLearning/TinyLLMLeaderBoard
How small LLMs works on Device? Let's Run them on Device and see how they perform!
UbiquitousLearning/FLScheduler
UbiquitousLearning/mllm_website
UbiquitousLearning/python_rdma_test
This is an RDMA program written in Python, based on the Pyverbs provided by the rdma-core(https://github.com/linux-rdma/rdma-core) repository.