Search Results for author: Lei Pan

Found 16 papers, 1 papers with code

Unsupervised Text Style Transfer via LLMs and Attention Masking with Multi-way Interactions

no code implementations21 Feb 2024 Lei Pan, Yunshi Lan, Yang Li, Weining Qian

Among existing methods for UTST tasks, attention masking approach and Large Language Models (LLMs) are deemed as two pioneering methods.

In-Context Learning Knowledge Distillation +4

Terrain Diffusion Network: Climatic-Aware Terrain Generation with Geological Sketch Guidance

no code implementations31 Aug 2023 Zexin Hu, Kun Hu, Clinton Mo, Lei Pan, Zhiyong Wang

Sketch-based terrain generation seeks to create realistic landscapes for virtual environments in various applications such as computer games, animation and virtual reality.

Denoising

UIPC-MF: User-Item Prototype Connection Matrix Factorization for Explainable Collaborative Filtering

no code implementations14 Aug 2023 Lei Pan, Von-Wun Soo

Recommending items to potentially interested users has been an important commercial task that faces two main challenges: accuracy and explainability.

Collaborative Filtering

Trustworthy Sensor Fusion against Inaudible Command Attacks in Advanced Driver-Assistance System

no code implementations30 May 2023 Jiwei Guan, Lei Pan, Chen Wang, Shui Yu, Longxiang Gao, Xi Zheng

As deep learning has been applied to increasingly sensitive tasks, uncertainty measurement is crucial in helping improve model robustness, especially in mission-critical scenarios.

Autonomous Driving Open-Ended Question Answering +1

Distributed economic predictive control of integrated energy systems for enhanced synergy and grid response: A decomposition and cooperation strategy

no code implementations9 May 2023 Long Wu, Xunyuan Yin, Lei Pan, Jinfeng Liu

By utilizing this representation, a generic subsystem decomposition method is proposed to partition the entire IES vertically based on the dynamic time scale and horizontally based on the closeness of interconnections between the operating units.

Decision Making Model Predictive Control

Economic model predictive control of integrated energy systems: A multi-time-scale framework

no code implementations20 May 2022 Long Wu, Xunyuan Yin, Lei Pan, Jinfeng Liu

Subsequently, the CEMPC, which includes slow economic model predictive control (EMPC), medium EMPC and fast EMPC, is developed.

Decision Making Model Predictive Control

Towards Privacy-Preserving Neural Architecture Search

no code implementations22 Apr 2022 Fuyi Wang, Leo Yu Zhang, Lei Pan, Shengshan Hu, Robin Doss

Machine learning promotes the continuous development of signal processing in various fields, including network traffic monitoring, EEG classification, face identification, and many more.

BIG-bench Machine Learning EEG +3

Adaptive Cross-Attention-Driven Spatial-Spectral Graph Convolutional Network for Hyperspectral Image Classification

no code implementations12 Apr 2022 Jin-Yu Yang, Heng-Chao Li, Wen-Shuai Hu, Lei Pan, Qian Du

Specifically, Sa-GCN and Se-GCN are proposed to extract the spatial and spectral features by modeling correlations between spatial pixels and between spectral bands, respectively.

Graph Attention Hyperspectral Image Classification

Machine Learning Based Cyber Attacks Targeting on Controlled Information: A Survey

2 code implementations16 Feb 2021 Yuantian Miao, Chao Chen, Lei Pan, Qing-Long Han, Jun Zhang, Yang Xiang

Stealing attack against controlled information, along with the increasing number of information leakage incidents, has become an emerging cyber security threat in recent years.

BIG-bench Machine Learning

On Robustness of Neural Semantic Parsers

no code implementations EACL 2021 Shuo Huang, Zhuang Li, Lizhen Qu, Lei Pan

In this paper, we provide the empirical study on the robustness of semantic parsers in the presence of adversarial attacks.

Data Augmentation Semantic Parsing

Spatial-Spectral Feature Extraction via Deep ConvLSTM Neural Networks for Hyperspectral Image Classification

no code implementations9 May 2019 Wen-Shuai Hu, Heng-Chao Li, Lei Pan, Wei Li, Ran Tao, Qian Du

Particularly, long short-term memory (LSTM), as a special deep learning structure, has shown great ability in modeling long-term dependencies in the time dimension of video or the spectral dimension of HSIs.

General Classification Hyperspectral Image Classification

Automated Big Traffic Analytics for Cyber Security

no code implementations24 Apr 2018 Yuantian Miao, Zichan Ruan, Lei Pan, Yu Wang, Jun Zhang, Yang Xiang

Network traffic analytics technology is a cornerstone for cyber security systems.

Cryptography and Security

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