摘要：基于知识与社会的协作方法，对比图结构学习，用于可解释的推荐Knowledge & Social-based collaborative method with contrastive graph structure learning for explainab

本期对《Information Sciences》一本高影响力期刊进行论文目录整理汇总。

【期刊卷期信息】/【Volume and Issue】

一、《Information Sciences》Volume 709 Issue 24, August 2025

二、《Information Sciences》Volume 710 Issue 25, August 2025

三、《Information Sciences》Volume 711 Issue 26, September 2025

四、《Information Sciences》Volume 712 Issue 27, September 2025

五、《Information Sciences》Volume 713 Issue 28, September 2025

六、《Information Sciences》Volume 714 Issue 29, October 2025

七、《Information Sciences》Volume 715 Issue 30, October 2025

八、《Information Sciences》Volume 716 Issue 31, October 2025

【期刊论文目录】/【Journal and Content】

一、《Information Sciences》Volume 709 Issue 24, August 2025

原文链接/ Link：https://www.sciencedirect.com/journal/information-sciences/vol/709/suppl/C

（1）增强城市流动性：整合时间特征和候选集影响的多模式出行计划推荐框架Enhancing urban mobility: A multi-modal travel plan recommendation framework integrating the influences of temporal characteristics and candidate sets

（2）基于混合属性分析的可靠性驱动联合聚类，支撑社交网络大规模决策Reliability-driven joint clustering based on hybrid attribute analysis for supporting social network large-scale decision-making

（3）受外部干扰的多智能体系统的分布式动态事件触发共识控制Distributed dynamic event-triggered consensus control of multiagent systems subject to external disturbances

（4）一种基于路径节点信息和源节点信息的通用链路预测方法A general link prediction method based on path node information and source node information

（5）用于非线性多智能体系统的预定义时间碰撞避免自适应导从编队控制Predefined-time collision avoidance adaptive leader–follower formation control for nonlinear multiagent systems

（6）通过模糊关联和冗余进行基于球的精细部分标签特征选择Granular ball-based partial label feature selection via fuzzy correlation and redundancy

（7）使用具有特权信息的统计不变量进行学习Learning using statistical invariants with privileged information

（8）基于信息论的度量模糊决策系统属性约简方法Approaches to attribute reduction of metric-fuzzy decision systems based on information theory

（9）通过梯度范数保持克服强化学习中的间歇性不稳定性Overcoming intermittent instability in reinforcement learning via gradient norm preservation

（10）用于特征检测的点云随机游走Random walk on point clouds for feature detection

（11）区间类型 3 模糊集的相似性度量Similarity measures for interval type-3 fuzzy sets

（12）面向多智能体系统的基于模糊知识推理的动态任务分配方法Fuzzy knowledge inference-based dynamic task allocation method for multi-agent systems

（13）基于模糊邻域粗糙集的异常检测Anomaly detection based on fuzzy neighborhood rough sets

（14）在智能系统中实现基于粗糙集的洞察力推理Toward rough set based insightful reasoning in intelligent systems

（15）一种利用 LLM 自动整合成员偏好的群组推荐方法A group recommendation method based on automatically integrating members' preferences via taking advantages of LLM

（16）基于知识与社会的协作方法，对比图结构学习，用于可解释的推荐Knowledge & Social-based collaborative method with contrastive graph structure learning for explainable recommendation

（17）用于长周期 ENSO预测的可解释物理引导注意力网络Explainable physics-guided attention network for long-lead ENSO forecasts

二、《Information Sciences》Volume 710 Issue 25, August 2025

原文链接/ Link：https://www.sciencedirect.com/journal/information-sciences/vol/710/suppl/C

（1）具有输出约束和输入饱和的不确定二阶系统的分布式I&I 自适应输出反馈控制Distributed I&I adaptive output feedback control of uncertain second-order systems with output constraint and input saturation

（2）人工智能在医学实践中的应用：基于 λ（pq）-三次准梯级正交对模糊鲁棒聚合算子的CRITIC-TOPSIS 方法及其应用Artificial intelligence in medical practice: The CRITIC-TOPSIS method based on λ(pq)-cubic quasi rung orthopair fuzzy robust aggregation operators and their applications

（3）使用定时自动机网络和时间属性自动验证定时业务流程模型Toward automated verification of timed business process models using timed-automata networks and temporal properties

（4）一种基于策略深度强化学习的犯罪现场调查图像分类主动学习An off-policy deep reinforcement learning-based active learning for crime scene investigation image classification

（5）大幅提升基于最短路径距离的聚类算法精度Highly improve the accuracy of clustering algorithms based on shortest path distance

（6）通过具有共享内存的基于注意力的分层强化学习框架进行晶圆秒探测的自适应路径规划Adaptive path planning for wafer second probing via an attention-based hierarchical reinforcement learning framework with shared memory

（7）动态事件触发的协作批评者控制，适用于异构 MAS，具有均匀正的最小事件间时间Dynamic event-triggered cooperative critic-only control for heterogeneous MASs with uniformly positive minimum inter-event times

（8）通过可通信性几何在数据科学中进行签名图Signed graphs in data sciences via communicability geometry

（9）基于协议的模型预测控制，适用于具有多段 DoS 攻击的模糊系统Protocol-based model predictive control for fuzzy systems with multi-segment DoS attacks

（10）FedRL-Hybrid：一种联合混合强化学习方法FedRL-Hybrid: A federated hybrid reinforcement learning approach

（11）通过自适应本地聚合进行联邦学习，用于车联网中的隐私感知推荐系统Federated learning with adaptive local aggregation for privacy-aware recommender systems in Internet of Vehicles

三、《Information Sciences》Volume 711 Issue 26, September 2025

原文链接/ Link：https://www.sciencedirect.com/journal/information-sciences/vol/711/suppl/C

（1）使用时空动力学和注意力与图注意力偏微分方程进行流量预测Traffic forecasting using spatio-temporal dynamics and attention with graph attention PDEs

（2）用于回归聚类分析的正向k-means 算法A forward k-means algorithm for regression clustering

（3）一种基于融合物理知识的深度随机构型网络的滚动力预测新建模方法A novel modelling method for rolling force prediction based on deep stochastic configuration networks fused with physical knowledge

（4）使用AIE-D 算法识别考虑客流的加权城市轨道交通网络的节点重要性Using AIE-D algorithm to recognize the node importance of weighted urban rail transit network considering passenger flow

（5）增量SMOTE：一种基于增量k-means 算法解决不平衡数据集问题的新方法The incremental SMOTE: A new approach based on the incremental k-means algorithm for solving imbalanced data set problem

（6）模拟、演化和随机递归神经网络的优化Kolmogorov 复杂性Refined Kolmogorov complexity of analog, evolving and stochastic recurrent neural networks

（7）一种创新的推荐驱动型友谊路径选择策略，利用多智能体协作边缘缓存实现社交 IoT 网络An innovative recommendation-driven friendship path selection strategy utilizing multi-agent collaborative edge caching for social IoT networks

（8）使用多模式探索进行时间序列分类的批量主动学习Batch active learning for time-series classification with multi-mode exploration

（9）通过误差触发机制对具有全局规定性能的输入饱和系统进行非脆弱模糊控制Non-fragile fuzzy control of input-saturated systems with global prescribed performance via an error-triggered mechanism

（10）具有特权信息的半监督流形正则化多任务学习Semi-supervised manifold regularized multi-task learning with privileged information

（11）基于在线主动学习的自适应随机配置网络，适用于不断发展的数据流Adaptive stochastic configuration network based on online active learning for evolving data streams

（12）通过多模态学习预测草药成分-靶点相互作用Herbal ingredient-target interaction prediction via multi-modal learning

四、《Information Sciences》Volume 712 Issue 27, September 2025

原文链接/ Link：https://www.sciencedirect.com/journal/information-sciences/vol/712/suppl/C

（1）用于多模态多目标优化的变分图自动编码器驱动的平衡策略Variational graph autoencoder-driven balancing strategy for multimodal multi-objective optimization

（2）用于基于方面的情感分析的语义增强双句法图卷积网络Semantic enhanced bi-syntactic graph convolutional network for aspect-based sentiment analysis

（3）面向四轴飞行器系统的多人非零和博弈的有限时间安全强化学习控制Finite-time safe reinforcement learning control of multi-player nonzero-sum game for quadcopter systems

（4）使用具有自加权输出反馈回路的双上下文分层的复杂动态系统的基于框架的稳定建模Elman 递归神经网络A stable framework-based modeling of the complex dynamical system using a double context layered with self-weighted output feedback loop Elman recurrent neural network

（5）基于双通道事件触发策略的非线性多智能体系统的自适应模糊漏斗控制Adaptive fuzzy funnel control of nonlinear multi-agent systems via dual-channel event-triggered strategy

（6）DPSN-STHA：一种具有时空异质性关注的相似节点动态感知模型，用于交通流预测DPSN-STHA: A dynamic perception model of similar nodes with spatial-temporal heterogeneity attention for traffic flow forecasting

（7）具有标签和分类器相关性的部分多标签学习Partial multi-label learning with label and classifier correlations

（8）具有自动背景知识提取的知识感知微分方程发现Knowledge-aware differential equation discovery with automated background knowledge extraction

（9）设计控制律，以保证具有干扰输入的线性Min-Plus 系统网络中的互斥约束Design of control laws to guarantee mutual exclusion constraints in a network of linear Min-Plus systems with disturbance inputs

（10）一种用于多标准推荐系统的新型缺失值插补A novel missing value imputation for multi-criteria recommender systems

（11）由 L 模糊近似算子构建的多分类知识结构Polytomous knowledge structures constructed by L-fuzzy approximation operators

（12）图像加密参数不确定的比例延迟忆阻竞争神经网络的一般衰减投影同步General decay projection synchronization of proportional delay memristive competitive neural networks with uncertain parameters for image encryption

（13）使用深度 Q 学习和集成启发式优化瞬态多敏捷地球观测卫星调度问题Optimizing time-dependent multi-agile Earth observation satellite scheduling problem using deep Q-learning and ensemble heuristics

（14）Zilean：用于大规模时间概念漂移类型分类的模块化框架Zilean: A modularized framework for large-scale temporal concept drift type classification

（15）分布式神经动力学优化，用于具有基数约束的最优多集群资源分配Distributed neurodynamic optimization for optimal multicluster resource allocation with cardinality constraints

（16）一种用于心肺复苏过程中生物医学信号处理的多模态无监督机器学习方法A multi-modal unsupervised machine learning approach for biomedical signal processing during cardiopulmonary resuscitation

（17）区域快递网络规划：位置路由模型和两层自适应 GA Regional express delivery network planning: A location-routing model and two-tier adaptive GA

（18）一种基于加权时间模糊粗糙集的属性缩减的三向效能评价方法A three-way efficacy evaluation approach with attribute reduction based on weighted temporal fuzzy rough sets

（19）一种在成本敏感场景中进行不精确分类的Bagging 算法A Bagging algorithm for imprecise classification in cost-sensitive scenarios

（20）基于强化学习逼近策略的具有执行器故障的多机械手系统的优化一致性控制Optimized consensus control of multi-manipulator system having actuator fault using reinforcement learning approximation strategy

（21）REAPP：移动众包中一种基于声誉评估的低成本、准确的匿名隐私保护方案REAPP: A low-cost and accurate reputation evaluation based anonymous privacy preserving scheme in mobile crowdsourcing

（24）具有代码知识的迭代程序合成Iterative program synthesis with code knowledge

（25）具有分数布朗运动的随机偏微分系统的最大值原理Maximum principle for stochastic partial differential system with fractional Brownian motion

（26）联网车辆的 DoS 弹性事件触发控制：一种依赖于攻击参数的函数方法DoS-resilient event-triggering control of connected vehicles: An attack-parameter-dependent functional method

（27）一个免训练框架，通过对基础模型进行级联空间和语义理解来进行有效对象计数A training-free framework for valid object counting by cascading spatial and semantic understanding of foundation models

（28）Dempster-Shafer证据理论中新焦点元素的选择规则Selection rules for new focal elements in the Dempster-Shafer evidence theory

（29）不规则流动性：信息不完全下的动态联盟形成激励机制Irregular mobility: A dynamic alliance formation incentive mechanism under incomplete information

（30）用于深度对比多模态聚类的双全局信息指导Dual global information guidance for deep contrastive multi-modal clustering

（31）缺失测量的随机马尔可夫跳跃 CVN 的事件触发弹性异步估计：一种协同设计控制策略Event-triggered resilient asynchronous estimation of stochastic Markovian jumping CVNs with missing measurements: A co-design control strategy

五、 《Information Sciences》Volume 713 Issue 28, September 2025

原文链接/ Link：https://www.sciencedirect.com/journal/information-sciences/vol/713/suppl/C

（1）一种基于动态社交网络中历史数据的大规模群体共识决策方法A large-scale group consensus decision-making method based on historical data in dynamic social networks

（2）基于通道注意力机制的 GAN 图像去模糊方法Image deblurring method based on GAN with a channel attention mechanism

（3）通过基于Q-learning 的进化算法集成分布式灵活的作业车间调度和车辆路径问题Integrated distributed flexible job shop scheduling and vehicle routing problem via Q-learning-based evolutionary algorithms

（4）异步随机布尔网络的稳健局部渐近稳定性Robust local asymptotic stability of asynchronous stochastic Boolean networks

（5）用于概率神经网络学习的约束混合元启发式算法Constrained Hybrid Metaheuristic Algorithm for Probabilistic Neural Networks learning

（6）基于自注意力的云顶高度检索，智能气象服务推荐Self-attention based cloud top height retrieval for intelligent meteorological service recommendation

（7）具有先验测量补偿的联网控制系统事件触发估计器控制器的设计与开发Design and development of event-triggered estimator-controller for networked control system with priori measurement compensation

（8）一种无模型多变量非递归特征消除，用于高维复杂多响应数据的特征选择A model-free multivariate non-recursive feature elimination for feature selection on high-dimensional complex multiple response data

（9）先验辅助、并行启发式注意力辅助编码器-解码器：用于自动驾驶汽车行为和交叉路口轨迹预测的数据驱动模型A priori-assisted, parallel heuristic attention-aided encoder–decoder: A data-driven model for autonomous vehicle behavior and trajectory predictions in intersections

（10）一种新的模糊Lyapunov 函数方法用于模糊系统的故障检测A new fuzzy Lyapunov function approach to fault detection of fuzzy systems

（11）使用VAR-VAE 进行概率预测：在不确定性下推进时间序列预测Probabilistic forecasting with VAR-VAE: Advancing time series forecasting under uncertainty

（12）基于加权向量的 OWA 和 IOWA算子的新泛化A novel generalization of the OWA and IOWA operators based on weighting vectors

（13）基于多阶段核法的具有循环平稳输入信号的Wiener-Hammerstein 系统识别Multi-stage kernel method based identification of Wiener-Hammerstein system with cyclostationary input signal

（14）一种基于随机性的改进深度卷积神经网络结构算法An improved algorithm for deep convolutional neural network structures based on randomness

（15）基于信任的多视图团队招募，用于协作式群智感知Multi-view trust based team recruitment for collaborative crowdsensing

（16）邻域粗糙集诱导了复杂网络脆弱性建模和分析的三向决策Neighborhood rough sets induced three-way decisions for vulnerability modelling and analysis of complex network

（17）针对异构图神经网络的无元路径对抗性攻击Metapath-free adversarial attacks against heterogeneous graph neural networks

（18）通过潜在共识结构学习进行稳健的多视图无监督特征选择Robust multi-view unsupervised feature selection via latent consensus structure learning

（19）YOLO-DKR：基于内核重用的可微分架构搜索，用于对象检测YOLO-DKR: Differentiable architecture search based on kernel reusing for object detection

（20）GCKD：用于监督知识蒸馏的图对比GCKD: Graph contrastive for supervised knowledge distillation

（21）通过Vapnik–Chervonenkis 维数最小化学习的校准完全可解释模糊分类器A calibrated fully interpretable fuzzy classifier via Vapnik–Chervonenkis-dimension minimization learning

（22）基于节点梯度和重要性得分的图神经网络对抗性攻击Graph neural networks adversarial attacks based on node gradient and importance score

（23）针对少数标记节点分类的多渠道课程学习框架A multi-channel curriculum learning framework for few labeled node classification

（24）具有迁移源的不确定种群密度方程的可靠性分析Reliability analysis of uncertain population density equation with a migration source

六、 《Information Sciences》Volume 714 Issue 29, October 2025

原文链接/ Link：https://www.sciencedirect.com/journal/information-sciences/vol/714/suppl/C

（1）社会信任网络中基于不完全概率犹豫模糊信息的不合作行为大规模共识决策模型A large-scale consensus decision-making model for non-cooperative behavior based on incomplete probabilistic hesitant fuzzy information in social trust networks

（2）疫情与多源信息耦合动力学：社会强化与风险感知的作用Coupling dynamics of epidemic and multi-source information: The roles of social reinforcement and risk perception

（3）在不完整的毕达哥拉斯模糊情境表中进行三方冲突分析的 3 × 3 方法A 3 × 3 approach to three-way conflict analysis in incomplete Pythagorean fuzzy situation tables

（4）通过全局相关性和冗余视点简化概念Concept reduction via global relevance and redundancy viewpoints

（5）用于大规模优化的概率锦标赛学习swarm 优化器A probabilistic tournament learning swarm optimizer for large-scale optimization

（6）具有节点嵌入类型特征的单类分类One-class classification with node embedding type features

（7）一种基于社交媒体中注意力树和图卷积网络的智能融合推荐模型An intelligent fusion recommendation model based on attention trees and graph convolutional networks in social Media

（8）使用GFlowNets 进行多样化且可行的逆合成Diverse and feasible retrosynthesis using GFlowNets

（9）基于矩阵的模糊姿态动态冲突分析下联盟块识别增量方法Matrix-based incremental methods for coalition block identification under dynamic conflict analysis with fuzzy attitudes

（10）通过交叉融合实现多粒度感知，实现小样本学习Multi-granularity awareness via cross fusion for few-shot learning

（11）SplitAD：基于分层自动编码器的轻量级、隐私增强垂直联合异常检测框架SplitAD: A lightweight and privacy-enhancing vertical federated anomaly detection framework based on hierarchical autoencoders

（12）一种基于偏好分析的考虑个性化个体语义的多标准语言群体决策共识模型A preference analysis-based consensus model for multiple criteria linguistic group decision making considering personalized individual semantics

（13）犹豫模糊集和犹豫模糊信息系统的基础理论及其在多强度智能分类器中的应用Foundational theories of hesitant fuzzy sets and hesitant fuzzy information systems and their applications for multi-strength intelligent classifiers

（14）在高斯混合自动编码器上通过信息最大化实现深度无监督聚类Deep unsupervised clustering by information maximization on Gaussian mixture autoencoders

（15）使用时空表示增强运动图像 EEG 信号的分类Enhanced classification of motor imagery EEG signals using spatio-temporal representations

（16）在二阶传播中，根据接收者的混合中心性识别有影响力的节点Identifying influential nodes based on hybrid centrality of receivers in the second-order dissemination

七、《Information Sciences》Volume 715 Issue 30, October 2025

原文链接/ Link：https://www.sciencedirect.com/journal/information-sciences/vol/715/suppl/C

（1）通过多人Stackelberg-Nash 游戏对多区域马尔可夫跳跃功率系统进行学习增强的智能频率控制Learning-boosted intelligent frequency control of multi-area Markov jumping power system via multiplayer Stackelberg-Nash game

（2）健壮的面向推荐的恶意攻击检测方法Robust recommendation-oriented malicious attack detection method

（3）一种基于边缘的多目标学习算法，用于具有时间窗的车辆路径问题A multiobjective edge-based learning algorithm for the vehicle routing problem with time windows

（4）基于 KNN 的多标签粗糙集理论对不平衡数据进行多标签特征选择Multi-label feature selection for imbalanced data via KNN-based multi-label rough set theory

（5）用于多标准群体决策的犹豫乘法最佳和最差方法Hesitant multiplicative best and worst method for multi-criteria group decision making

（6）对时间序列分类进行不可检测的对抗性攻击Towards undetectable adversarial attack on time series classification

（7）基于重叠函数的测地线模糊粗糙集及其在特征提取中的应用Geodesic fuzzy rough sets based on overlap functions and its applications in feature extraction

（8）基于主动策略学习的共识机制，高效、公平地进行群体决策Active strategy learning-based consensus mechanism for group decision making with efficiency and fairness

（9）整合元数据：用于债券违约预测的新型变分神经主题模型Incorporating metadata: A novel variational neural topic model for bond default prediction

（10）使用Laplacian 正则化的多样性诱导模糊聚类Diversity-induced fuzzy clustering with Laplacian regularization

（11）基于核密度估计的不完全概率语言多属性群决策的概率完成和共识达成Probability completion and consensus reaching based on kernel density estimation for incomplete probabilistic linguistic multi-attribute group decision making

（12）用于癌症生存预测的提示引导正交多模态融合Prompt-guided orthogonal multimodal fusion for cancer survival prediction

（13）DRL 中的奖励塑造：动态环境中自适应资源管理的新框架Reward shaping in DRL: A novel framework for adaptive resource management in dynamic environments

（14）多模态跨域对比学习：用于视觉感知的自监督生成和几何框架Multimodal cross-domain contrastive learning: A self-supervised generative and geometric framework for visual perception

（15）FDS：基于分形分解的连续动态优化直接搜索方法FDS: Fractal decomposition based direct search approach for continuous dynamic optimization

（16）进化蒙特卡洛树木搜索对树木选择政策的置信度对单峰、多峰和欺骗性景观的影响分析An analysis on the effects of evolving the Monte Carlo tree search upper confidence for trees selection policy on unimodal, multimodal and deceptive landscapes

八、《Information Sciences》Volume 716 Issue 31, October 2025

来源：LearningYard学苑