Xianying Xu, Li Liu, Uğur Erkan, Abdurrahim Toktas, Yinghong Cao
{"title":"Generation Mechanism and Grid Modulation of Multi-Structural Attractors in a Locally Active Memristive Map Neuron","authors":"Xianying Xu, Li Liu, Uğur Erkan, Abdurrahim Toktas, Yinghong Cao","doi":"10.1109/jiot.2026.3744195","DOIUrl":"https://doi.org/10.1109/jiot.2026.3744195","url":null,"abstract":"","PeriodicalId":54347,"journal":{"name":"IEEE Internet of Things Journal","volume":"1 1","pages":"1-1"},"PeriodicalIF":10.6,"publicationDate":"2026-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149218557","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Delay Outage Constrained Precoding Design for 6G Real-time Broadband Communication via Two Penalty Functions","authors":"An Ni, Wenhao Wang, Deli Qiao","doi":"10.1109/jiot.2026.3743844","DOIUrl":"https://doi.org/10.1109/jiot.2026.3743844","url":null,"abstract":"","PeriodicalId":54347,"journal":{"name":"IEEE Internet of Things Journal","volume":"234 1","pages":"1-1"},"PeriodicalIF":10.6,"publicationDate":"2026-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149218562","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Baseband Frequency-Domain Fingerprint Analysis for GNSS Stealth Spoofing Detection","authors":"Yanfeng Hu, Zhongwang Wu, Shaofeng Bian","doi":"10.1109/jiot.2026.3744055","DOIUrl":"https://doi.org/10.1109/jiot.2026.3744055","url":null,"abstract":"","PeriodicalId":54347,"journal":{"name":"IEEE Internet of Things Journal","volume":"15 1","pages":"1-1"},"PeriodicalIF":10.6,"publicationDate":"2026-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149218563","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Event-based Fully Distributed Robust Adaptive Consensus for Multi-Agent Systems With Uncertain Dynamics and External Disturbances","authors":"Sixin Liu, Zhengqiang Zhang, Chenglong Wang","doi":"10.1109/jiot.2026.3743882","DOIUrl":"https://doi.org/10.1109/jiot.2026.3743882","url":null,"abstract":"","PeriodicalId":54347,"journal":{"name":"IEEE Internet of Things Journal","volume":"88 1","pages":"1-1"},"PeriodicalIF":10.6,"publicationDate":"2026-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149218564","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Rethink-RAG: Dynamic Retrieval Decision and Cooperative Verification for Reliable Multi-Hop Question Answering","authors":"Zhiming Li, Chao Gao, ZiXuan Wang, Xincheng Wang, YanChang Lu, Dianlong You","doi":"10.1111/exsy.70455","DOIUrl":"https://doi.org/10.1111/exsy.70455","url":null,"abstract":"<div>\u0000 \u0000 <p>Reliable multi-hop question answering is important for knowledge-intensive expert systems, where a wrong intermediate fact can propagate into an incorrect final decision. Existing Retrieval-Augmented Generation (RAG) methods often retrieve for every sub-question, even when the language model can answer a step from parametric knowledge, and this indiscriminate retrieval can introduce irrelevant or contradictory evidence. We propose Rethink-RAG, a training-free framework that combines dynamic retrieval decision with a cooperative answer verification pipeline. The dynamic retrieval decision module generates diverse rewrites of each sub-question and applies majority voting to decide whether external retrieval is required. The cooperative verification pipeline then filters retrieved documents, quantifies support and opposition through token-logit evidence, and arbitrates each candidate sub-answer with an adaptive confidence threshold. Experiments on 2WikiMultihopQA, HotpotQA, and MuSiQueQA show that Rethink-RAG improves answer reliability on knowledge-intensive reasoning tasks, achieving 49.00% ACC on 2WikiMultihopQA and 49.60% ACC on HotpotQA with the Llama3-8B evaluator. Additional revision experiments quantify the latency/API-call trade-off, sensitivity to the decision-boundary factor, and the limitations observed on MuSiQueQA, giving a more complete view of the framework's practical operating range.</p>\u0000 </div>","PeriodicalId":51053,"journal":{"name":"Expert Systems","volume":"43 12","pages":""},"PeriodicalIF":3.4,"publicationDate":"2026-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149205620","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Region-Anchored Decentralized Federated Learning over LEO Satellite Constellations via ISL Model Propagation","authors":"Quanwei Zhang, Jianping Pan","doi":"10.1109/tvt.2026.3744590","DOIUrl":"https://doi.org/10.1109/tvt.2026.3744590","url":null,"abstract":"","PeriodicalId":13421,"journal":{"name":"IEEE Transactions on Vehicular Technology","volume":"414 1","pages":"1-16"},"PeriodicalIF":6.8,"publicationDate":"2026-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149218370","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A PPO-based Algorithm for Joint Task Offloading and Resource Allocation in VEC Systems","authors":"Xin Zhao, Jun Zheng, Bingying Wang","doi":"10.1109/tccn.2026.3744120","DOIUrl":"https://doi.org/10.1109/tccn.2026.3744120","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":"73 1","pages":"1-1"},"PeriodicalIF":8.6,"publicationDate":"2026-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"149218484","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}