A comprehensive survey on pretrained foundation models: A history from bert to chatgpt

C Zhou, Q Li, C Li, J Yu, Y Liu, G Wang… - arXiv preprint arXiv …, 2023 - arxiv.org
Pretrained Foundation Models (PFMs) are regarded as the foundation for various
downstream tasks with different data modalities. A PFM (eg, BERT, ChatGPT, and GPT-4) is …

Understanding multi-turn toxic behaviors in open-domain chatbots

B Chen, G Wang, H Guo, Y Wang, Q Yan - Proceedings of the 26th …, 2023 - dl.acm.org
Recent advances in natural language processing and machine learning have led to the
development of chatbot models, such as ChatGPT, that can engage in conversational …

PATCH: A Plug-in Framework of Non-blocking Inference for Distributed Multimodal System

J Wang, G Wang, X Zhang, L Liu, H Zeng… - Proceedings of the …, 2023 - dl.acm.org
Recent advancements in deep learning have shown that multimodal inference can be
particularly useful in tasks like autonomous driving, human health, and production line …

DynamicFL: Balancing Communication Dynamics and Client Manipulation for Federated Learning

B Chen, N Ivanov, G Wang… - 2023 20th Annual IEEE …, 2023 - ieeexplore.ieee.org
Federated Learning (FL) is a distributed machine learning (ML) paradigm, aiming to train a
global model by exploiting the decentralized data across millions of edge devices …

Beyond Boundaries: A Comprehensive Survey of Transferable Attacks on AI Systems

G Wang, C Zhou, Y Wang, B Chen, H Guo… - arXiv preprint arXiv …, 2023 - arxiv.org
Artificial Intelligence (AI) systems such as autonomous vehicles, facial recognition, and
speech recognition systems are increasingly integrated into our daily lives. However …

Performance-Based Pricing for Federated Learning via Auction

Z Li, B Ding, L Yao, Y Li, X Xiao, J Zhou - Proceedings of the VLDB …, 2024 - dl.acm.org
Many machine learning techniques rely on plenty of training data. However, data are often
possessed unequally by different entities, with a large proportion of data being held by a …

Federated threat detection for smart home iot rules

G Wang, Q Yan - International Workshop on Federated Learning for …, 2023 - openreview.net
Smart homes are enhanced with the convenience offered by Internet of Things (IoT) devices.
However, the interconnected behaviors of devices can lead to unexpected interactions …