大家好,现在向大家解读我们实验室今年的新成果--基于分割学习的联邦大语言模型训练框架:Safely Learning with Private Data: A Federated Learning Framework for Large Language Model 文章被EMNLP 2024 main Conference接收,文章链接: Safely Learning with Private Data: A Federated Learning Framework for Large Languag...
内容提示: The Future of Large Language ModelPre-training is FederatedLorenzo Sani 1,2,† Alex Iacob 1,2 Zeyu Cao 1, * Bill Marino 1, *Yan Gao 1,2 Tomas Paulik 1 Wanru Zhao 1 William F. Shen 1Preslav Aleksandrov 1 Xinchi Qiu 1 Nicholas D. Lane 1,2AbstractGenerative pre-trained ...
Additionally, this research work demonstrates an innovative application of Federated Learning in game development and large language model fine-tuning, highlighting numerous opportunities for further research in this domain. 展开 关键词: Video games Federated learning Games Production Research and development...
【RLChina论文研讨会】第62期 冯悦 A Large Language Model Enhanced Conversational Recommender 27:14 【RLChina论文研讨会】第62期 林浩鑫 Model-based Reinforcement Learning with Multi-step Plan 27:04 【RLChina论文研讨会】第62期 郑龙韬 语言智能体的机遇 17:28 【RLChina论文研讨会】第61期 何浩然 ...
Both backdoor attacks and data poisoning attacks involve manipulating machine learning models, which can include manipulation of inputs. However, the key distinction is that backdoor attacks specifically focus on introducing hidden triggers into the model to manipulate specific behaviors or responses ...
The success of current Large-Language Models (LLMs) hinges on extensive training data that is collected and stored centrally, called Centralized Learning (CL). However, such a collection manner poses a privacy threat, and one potential solution is Federated Learning (FL), which transfers gradients...
2.Threat Model & Ethics Memorization & Eidetic Memorization:例如向GPT-2中输入My address is 1 Main Street, San Francisco CA,可能会生成出其邮编94107,这就是一种易于理解的记忆;本质记忆指的是模型仅仅见过一次数据时,便可以回忆信息的能力。Definition1(ModelKnowledgeExtraction)AstringsisextractablefromanLMfθ...
Federated Learning (FL) has recently been applied to the parameter-efficient fine-tuning of Large Language Models (LLMs). While promising, it raises significant challenges due to the heterogeneous resources and data distributions of clients. This study introduces FlexLoRA, a simple yet effective aggr...
A large language model (LLM) is a specialized type of artificial intelligence (AI) that has been trained on vast amounts of text to understand existing content and generate original content. Want to learn more? Explore:What Generative AI Means for Business ...
[54] have disclosed a Chinese large language model, IvyGPT, tailored for the medical domain. This model was developed through a process of training and fine-tuning that incorporated high-quality medical question-and- answer instances along with reinforcement learning from human feedback, thereby ...