Showing 50 of 110 papers in AI / CS

A Survey Report on Natural Language Processing and Its Core Technologies

Rao Jiansheng
2025-07-09 ChinaXiv:chinaxiv-202507.00101

Advances in technology and the development of the Internet have enabled the storage and distribution of large-scale unstructured data (such as audio, video, and natural language text). However, any such storage and distribution incurs certain costs, naturally prompting considerations for the efficie…

A Grounded Theory Study on Factors Influencing Emergency Information Acquisition among Rural Left-Behind Children (Postprint)

Chen Yanhong, Yuan Shuang
2025-06-16 ChinaXiv:chinaxiv-202506.00153

Investigating the influencing factors of emergency information acquisition among rural left-behind children during major public health events can provide valuable recommendations for improving their emergency information acquisition capabilities. This study conducted interviews with 34 rural left-be…

Postprint: A Study of Unverified Information Sharing Behavior on Social Media Among the General Public in Taiwan, China

Chen Jiayong, Hao Jiaxin, Xie Baonuan
2025-06-16 ChinaXiv:chinaxiv-202506.00154

The phenomenon of citizens sharing unverified information on social media can, to a certain extent, reflect the level of information literacy education in a region. This study aims to investigate the attitudes and behaviors of the general public in Taiwan, China toward unverified information on soci…

Application-Oriented Micro-Expression Analysis: From Data Acquisition to Intelligent Deployment

Li Jingting, Zhao Lin, Dong Zichao, Wang Sujing, Wang Sujing
2025-06-12 ChinaXiv:chinaxiv-202506.00079

Micro-expressions refer to brief facial actions that individuals unconsciously display when attempting to suppress genuine emotions. Owing to their non-invasive nature, they possess significant application value in domains such as national security and public security. To address challenges includin…

MDPO: Multi-Granularity Direct Preference Optimization for Mathematical Reasoning

Yunze Lin, Yunze Lin
2025-06-10 ChinaXiv:chinaxiv-202506.00062

Mathematical reasoning presents a significant challenge for Large Language Models (LLMs) as it requires ensuring the correctness of each reasoning step. Researchers have been strengthening the mathematical reasoning abilities of LLMs through supervised fine-tuning, but due to the inability to suppre…

From Management Information Systems to Intelligent Agents: Reshaping the Work Paradigm of Scientific and Technological Intelligence

Liu Xiwen, Sun Mengge, Fu Yun, Fu Yun
2025-06-03 ChinaXiv:chinaxiv-202506.00021

[Purpose/Significance] This study explores the adaptability and evolution path of Agent technology in scientific and technological intelligence work, addressing the increasingly growing demands for intelligence and cognition in intelligence operations. [Method/Process] Based on the functional evolut…

Semantic structures within natural language and their cognitive functions

Limin Zhang
2025-06-03 ChinaXiv:chinaxiv-202506.00024

Natural language is considered closely intertwined with human cognition, with linguistic structures posited to offer profound insights into the cognitive system. However, as a coding system, natural language encodes diverse objects into unified forms; its prominent formal features capture people’s a…

The "Wenlu" Brain System for Multimodal Cognition and Embodied Decision-Making: A New Security-Enhanced Architecture for Deep Integration of General Large Models and Domain Knowledge

Geng Liang
2025-05-30 ChinaXiv:chinaxiv-202506.00009

With the rapid penetration of artificial intelligence across multiple industries and scenarios, integrating the language understanding advantages of general large models with industry-specific knowledge bases in complex real-world applications has become a key challenge in constructing next-generati…

Optimization of Life Satisfaction Prediction Models Based on Text Data Augmentation

Chen Jiajing, Hu Dingding, Song Rui, Tan Shiqi, Li Yuqing, Zhang Shengnan, Zhu Tingshao, Zhao Nan, Zhu Tingshao, Zhao Nan
2024-02-29 ChinaXiv:chinaxiv-202201.00007

Objective: With the development of internet big data and machine learning methods, an increasing number of studies combine text analysis and machine learning to predict satisfaction. In research on building life satisfaction prediction models, to address the challenge of obtaining large amounts of e…

LLM Problem Analysis and DSM Deep Semantic Model

Feng Chen, Chen Nanxi, Chen Nanxi
2024-02-20 ChinaXiv:chinaxiv-202402.00203

This paper analyzes the major challenges currently facing Large Language Models (LLMs) and proposes concrete solutions. It identifies that the representation and computation of probabilistic conceptual structure models is crucial, provides a brief overview of the related technology—Deep Semantic Mod…

Does GPT-4 Play Dice?

Qiang Liu, Qiang Liu
2024-02-20 ChinaXiv:chinaxiv-202402.00204

OpenAI's Generative Pre-trained Transformer 4 (GPT-4) is a powerful large language model with a certain degree of intelligence in understanding and generating coherent text. We are exploring whether GPT-4 is capable of acting as a die, i.e. generating random numbers. We show that GPT-4 does not appe…

An External Regulatory Perspective on Research Integrity: Practical Drivers and Theoretical Logic of Random Inspections in National Science and Technology Program Projects

Liu Shengli
2022-10-16 ChinaXiv:chinaxiv-202201.00058

To promote critical improvement of systems related to "external regulations for research integrity" both within and beyond the scientific community, this study examines the practical drivers and theoretical logic underlying the institutional practice of "random inspection of national science and tec…

Research on the Nature and Capacity of Information

Xu Jianfeng, Xu Jianfeng
2022-07-09 ChinaXiv:chinaxiv-202205.00179

[Objective] Analyze the definition and properties of information capacity based on the information sextuple model, propose formulas relating information to matter, energy, and time, and provide theoretical reference for information science, particularly for applications in quantum information techno…

New Concepts for Visual Perception Quality Assessment of Images ---- Single-Image Visual Perception Quality Assessment and Visual Perception Quality Comparison Between Independent Images

Zhu Rui, Liu Yuhong, Wang Tichun, Xie Zhengxiang, Zhu Rui, Xie Zhengxiang
2022-05-26 ChinaXiv:chinaxiv-202205.00169

Until now, image quality assessment has not addressed color issues. The literature on image quality assessment primarily evaluates the degree of degradation (deterioration) of image quality during image processing procedures such as compression and transmission. A planar image is essentially a two-d…

Analysis Methods for Planning and Layout of Large Scientific Facility Clusters Based on Research Output Correlation

Feng Lingzi, Zhang Ruhao, Feng Kaiyue, Yuan Junpeng, Yuan Junpeng
2022-05-22 ChinaXiv:chinaxiv-202205.00104

[Purpose] Large scientific facilities play a crucial role in promoting the output of major scientific and technological achievements, and their clustered development and collaborative innovation effects continuously lead regional industrial innovation and development. To enable large facilities to b…

Postprint: Pediatric Bone Age Assessment Using Dual Attention Network Fusion

Zhang Xin, Zhang Junhua, Zhang Shuai
2022-05-18 ChinaXiv:chinaxiv-202205.00121

Bone age assessment is a commonly used method for detecting endocrine and growth abnormalities in children; however, low-quality hand X-ray images in deep learning methods reduce the final assessment accuracy. To address this issue, we propose an alignment network that increases the region of intere…

A Postprint Study on Goal-based Domain Randomization Methods for Robot Manipulation

Zhang Xiayu, Chen Xiaoping
2022-05-18 ChinaXiv:chinaxiv-202205.00123

Employing reinforcement learning to address robot manipulation problems offers numerous advantages; however, traditional reinforcement learning algorithms encounter challenges associated with sparse rewards, and the policies obtained are difficult to directly deploy in real-world environments. To en…

Postprint of Multi-objective Disassembly Scheme Decision Considering Component Functional Degradation

Wang Fulin, Liao Xianxi, Feng Xiandong, Zhang Chengdong, Leng Xiyuan
2022-05-18 ChinaXiv:chinaxiv-202205.00124

To address the problems of ambiguous boundaries between high-value and low-value parts and unreasonable disassembly depth of waste products, a multi-objective disassembly scheme decision-making method for products considering functional degradation of parts is proposed. The influence of specific par…

OLSR-Based Multipath Routing Strategy for UAV Ad Hoc Networks (Postprint)

Yao Yukun, Benjun Zhang, Ren Lidan
2022-05-18 ChinaXiv:chinaxiv-202205.00127

In recent years, the application of unmanned aerial vehicles (UAVs) has become increasingly widespread, and the coordination of multiple UAVs to accomplish tasks has substantially improved operational efficiency. Motivated by this phenomenon, numerous scholars have devoted themselves to research on …

Lattice-Based Identity-Based Linkable Ring Signature Scheme Postprint

Liu Mengqing, Wang Xueming
2022-05-18 ChinaXiv:chinaxiv-202205.00128

To resist quantum algorithm attacks and address the vulnerability where malicious signers exploit the complete anonymity of ring signature technology to output multiple signatures for double-spending attacks, while simultaneously solving the problem of unnecessary system overhead waste, a novel latt…

An Efficient Certificateless Identity Authentication Scheme for Low Earth Orbit Satellite Networks Postprint

Zhang Yi, Wu Qi, Zhou Shuangshuang, Jia Mengchao
2022-05-18 ChinaXiv:chinaxiv-202205.00129

To address the issues of high latency in existing low-orbit satellite network authentication schemes that utilize centralized authentication methods and significant computational overhead arising from complex bilinear mappings, we introduce a certificateless authentication model and propose an effic…

Postprint of Deep Semantic Encrypted Search Based on Hybrid Cloud Architecture

Li Jian, robust
2022-05-18 ChinaXiv:chinaxiv-202205.00130

Traditional ciphertext retrieval schemes in cloud environments generate document vectors and query vectors based on statistical models, without considering the deep semantic information of documents and requests. This paper proposes a deep semantic ciphertext retrieval model based on a hybrid cloud …

Postprint: A Study on Customer-Value-Aware Time-Dependent Route Optimization Methods for Collaborative Truck-Drone Delivery

WEN Tingxin, Lü Yanhua
2022-05-18 ChinaXiv:chinaxiv-202205.00131

To address the problems of low delivery timeliness and poor customer value in the logistics industry resulting from increasing vehicle ownership and escalating traffic congestion, this study proposes a time-varying routing optimization method for truck-drone collaborative delivery, comprehensively c…

Postprint: A Minority Class Sample Generation Mechanism with Hyper-rectangle Constraints

He Zuowei, Tao Jiaqing, Leng Qiangkui, Zhai Junchang, Meng Xiangfu
2022-05-18 ChinaXiv:chinaxiv-202205.00132

Synthetic Minority Over-sampling Technique (SMOTE) is one of the effective methods for addressing class imbalance problems. However, SMOTE's linear interpolation mechanism restricts synthetic samples to the line connecting original samples, resulting in a lack of diversity in new samples, and this l…

Multi-Depot Vehicle Routing Optimization Based on End-to-end Deep Reinforcement Learning (Postprint)

Lei Kun, Guo Peng, Wang Qixin, Zhao Wenchao, Tang Liansheng
2022-05-18 ChinaXiv:chinaxiv-202205.00136

To enhance the solution efficiency for the Multi-Depot Vehicle Routing Problem (MDVRP), we propose an end-to-end deep reinforcement learning framework. First, MDVRP is formulated as a Markov Decision Process (MDP), encompassing definitions of state, action, and reward. Additionally, we propose an im…

Postprint: Text Semantic Disambiguation via SCDV and Anisotropic BERT Tuning

Li Baozhen, Gu Xiulian
2022-05-18 ChinaXiv:chinaxiv-202205.00137

Text representation needs to address the ambiguity of textual terms and accurately define their semantic features within specific contextual environments. To tackle the problems of word polysemy and contextual characteristics, we propose an SCDVAB model for text semantic disambiguation. The main inn…

RB-Raft: A Byzantine Fault-Tolerant Raft Consensus Algorithm Postprint

Shuzhi Li, Zou Yijie, Deng Xiaohong, Luo Zhiqiong, Liu Huiwen
2022-05-11 ChinaXiv:chinaxiv-202205.00025

To address the issues that the Raft algorithm cannot resist attacks from Byzantine nodes and that logs are susceptible to tampering and forgery, we design an RB-Raft (Resist Byzantine-Raft) algorithm that resists Byzantine nodes. First, we employ a hash chain approach to perform iterative hashing on…

Postprint: An Online Hashing Algorithm with Balanced Label Prediction Capability

He Shuo, Xie Liang
2022-05-11 ChinaXiv:chinaxiv-202205.00044

To address the issues of time-consuming training, large memory consumption, and difficulty in model updating associated with traditional offline hashing algorithms, as well as the phenomenon of substantial label loss in real-world image datasets, we propose an online hashing algorithm for balanced l…

Postprint: WSI-Based Classification of Breast Pathology Subtypes

Chen Jinling, Li Jie, Zhao Chengming, Liu Xin
2022-05-11 ChinaXiv:chinaxiv-202205.00047

To achieve accurate classification of breast pathology WSI images, we propose a gated convolutional neural network classification method based on hybrid connections. A hybrid module incorporating local residual connections and global dense connections is constructed, with squeeze-and-excitation gate…

Complex Event Processing Methods for Real-Time Event Streams (Postprint)

Qiu Tao, Xie Peiliang, Deng Guopeng, Xi Hongmei, <PARA id="1">Zheng Zhi</PARA>, Xia Xiufeng
2022-05-11 ChinaXiv:chinaxiv-202205.00048

Complex event processing is a technique for analyzing event streams in dynamic environments. Typically implemented based on finite state automata, complex event processing techniques generate a large number of overlapping partial matches on the event stream during the matching process, requiring the…

Postprint: A Multi-Population Stochastic Perturbation Ant Colony Algorithm for Distributed Constrained Optimization Problems

Shi Meifeng, Xiao Shichuan, Feng Xin
2022-05-11 ChinaXiv:chinaxiv-202205.00050

To address the issues of slow convergence and susceptibility to local optima in existing ant colony optimization-based algorithms for solving distributed constraint optimization problems, this paper proposes a Random disturbance based multi-population ant colony algorithm to solve distributed constr…

Postprint: A Street View Change Detection Method Based on Crowdsensing

Zhong Weizhao, Chen Huihui
2022-05-10 ChinaXiv:chinaxiv-202205.00027

Mobile crowdsensing data contains image and spatio-temporal contextual information that can be utilized for detecting changes in street view images; however, such data is typically low-quality and non-standard. To accurately detect changes in street scenes, this paper primarily addresses the data qu…

Postprint of the SBO Algorithm Incorporating Educational Psychology

Zhang Yuting, Liu Yong
2022-05-10 ChinaXiv:chinaxiv-202205.00051

To address the deficiencies of the School-Based Optimization (SBO) algorithm, including poor search performance and susceptibility to local optima, this paper proposes an SBO algorithm integrated with educational psychology (SBO based on Educational Psychology, SBO-EP). During the teaching phase, th…

Postprint: LPANNI Optimization Algorithm Based on Cycle Structure

Liu Ji, Jia Fangdi
2022-05-10 ChinaXiv:chinaxiv-202205.00053

To improve the accuracy of overlapping community detection, we propose CLPANNI (Cycle Label Propagation Algorithm with Neighbor Node Influence), an optimized algorithm based on cycle structures derived from LPANNI. The algorithm extracts minimal cycle information of nodes, measures node importance u…

Network Terminal-Supported NDN Mobility Management Mechanism Postprint

Li Zhuo, Mao Yachun, Luo Peng, Ma Tianxiang, Zhao Jianli
2022-05-10 ChinaXiv:chinaxiv-202205.00059

Named Data Networking (NDN), as a novel Internet architecture, aims to address the ever-increasing data traffic. Based on its consumer-driven content retrieval model, NDN naturally supports consumer mobility. However, producer mobility remains a challenging problem, requiring additional mechanisms t…

Mobile Crowdsensing Task Recommendation Based on Spatiotemporal Information and Task Popularity Analysis: Postprint

Yang Guisong, Wang Jingru, Li Jun, He Xingyu
2022-05-10 ChinaXiv:chinaxiv-202205.00061

Existing mobile crowdsensing task recommendation methods share common drawbacks: on one hand, they fail to fully consider the impact of spatio-temporal information on worker preferences, resulting in low recommendation accuracy; on the other hand, they ignore the influence of task popularity on reco…

Intent-Based IoT Service Description and Discovery Postprint

Liu Xingyu, Jiang Lingyun
2022-05-10 ChinaXiv:chinaxiv-202205.00063

In the IoT service discovery process, users typically express their requirements through their own intentions, whereas service descriptions constitute explanations of service functionalities; consequently, mismatches between these two elements impact the accuracy of service discovery. Simultaneously…

A DQN-Based Task Offloading Strategy for Autonomous Driving: Postprint

Wang Jin, Zhang Xinyou
2022-05-10 ChinaXiv:chinaxiv-202205.00064

Due to their limited battery life and computing power, autonomous vehicles struggle to meet the processing demands of latency-sensitive or compute-intensive tasks while ensuring driving range. To address this issue, this paper proposes an autonomous vehicle task offloading strategy based on deep Q-n…

Postprint of Teaching Evaluation Data Modeling Based on Discrete Poisson Mixture Model

Huang Hao, Yan Qian, Gan Ting, Shijun Li
2022-05-10 ChinaXiv:chinaxiv-202205.00065

Analyzing student evaluation data for teachers in teaching evaluation systems enables teachers to comprehend students' authentic attitudes toward instructors, summarize teaching experience, improve subsequent teaching methods, and enhance teaching quality. However, during teaching evaluations, issue…