Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-12T01:06:18.691416Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2607.03628.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-12T01:06:18.691416Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
37 of 37 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 275500c7-f131-4f77-aeda-3472e7a26a3f · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Impact of integrating artificial intelligence and the internet of things in urban system management,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21a11a9c-cfe5-4a7e-b696-3da70248d8ad · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Xai-driven data mining for self-defending iot systems: Enhancing cybersecurity transparency in the age of smart cities,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25422196-6872-4ea7-9693-14e70ff061a5 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Iot applications in urban infrastructure and governance,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eac12d51-27a1-4cea-a4ca-96e7ee4a5b8c · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security On-device ai and digital twins: a synergistic approach to intelli- gent cyber-physical systems,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc04e638-948c-4913-ba53-8cce0f9bbdc0 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Cyber-physical systems and internet of things (iot): Convergence, architectures, and engineering applications,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44d944d8-ed06-4ca4-a35c-984243ef9644 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Fault-tolerant differential privacy routing of human-cyber-physical fu- sion systems for large language models security,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e16d499b-4db1-4be3-9e0a-c5fd290347b7 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Addressing cybersecurity challenges in robotics: A comprehensive overview,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 719692ed-0975-4203-a30b-28608394870a · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Cybersecurity solutions for industrial internet of things– edge computing integration: Challenges, threats, and future directions,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a2161f5-98bb-409f-919b-e57652cbcfe4 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6c756fd-83aa-42ae-a5b8-ed86c9648bff · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Cyber-physical interdependence for power system operation and control,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7c56140-332f-4264-86e3-8c90e06d995e · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security A review on multi-step attack detection,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99bf7796-6e0d-4c9d-ad88-2859d4e5056e · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security A review of resilient iot systems: trends, challenges, and future directions,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41a50e42-b4ea-44a4-9a59-6d614df08554 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security A multi-stage framework for scalable and context-aware intrusion detection in iot-cloud systems using deep latent modeling and graph-based attack classification,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db629fe5-3606-465b-8b03-f178d3f7fac2 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Deep learning solutions for smart city challenges in urban development,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8798884a-8cc0-42b3-80c5-3895c1a41cfd · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Continual learning for smart city: A survey,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c82a0501-b6c7-4fcb-9e50-a567e4382860 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Swarm intelligence- based task scheduling for enhancing security for iot devices,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95b3ef7a-52f4-4da8-bb30-d9b5d6363234 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Dynamic swarm orchestration and semantics in iot edge devices: A systematic literature review,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df7b9ee9-42d0-4e01-b243-0961e9e8ef79 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security A survey on uxv swarms and the role of artificial intelligence as a technological enabler,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85e49949-d945-4624-9063-70956d0fbbbf · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security A novel tunicate swarm algorithm with hybrid deep learning enabled attack detection for secure iot environment,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87761541-c113-4431-9dbd-dd83cadd040a · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Bpso-ahdl-ids: Binary particle swarm optimization-based automated hybrid deep learning model for intrusion detection of internet of things,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34f5487a-d8bd-441f-bf25-d0dcdba91995 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Heterogeneous swarms: Jointly optimizing model roles and weights for multi-llm systems,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6b7719f-d3dc-421d-a774-eb9b072ff036 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Swarm Intelligence Enhanced Reasoning: A Density-Driven Framework for LLM-Based Multi-Agent Optimization
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97723ceb-8799-4d04-9ea2-cee1cfbd20fc · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Distributed intelligence for iot-based smart cities: A survey,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 241c07ee-48c3-4cd8-86e5-b43f54757733 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security A survey of llm-driven ai agent communication: Protocols, security risks, and defense countermeasures,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d367c340-7d69-424e-9d37-9f81002e58da · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Intelligent security frameworks for modern networks,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c167e5d-527f-4f99-a37b-fe61dd957016 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security When deep learning-based soft sensors encounter reliability challenges: A practical knowledge-guided adversar- ial attack and its defense,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5587c9e4-5c5c-47d3-ac9a-c6182094c1e2 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Robustness in deep learning models for medical diagnostics: security and adversarial challenges 19 towards robust ai applications,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0bb2fefb-1e28-4731-829d-d44ce7198c6f · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Fortifying secure semantic communication: A next-generation defense framework against model inversion and adversarial threats,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation def6442c-d99c-452e-9af4-e28a2a866643 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security A comprehensive review of ai-native 6g: integrating semantic communications, reconfigurable intelligent surfaces, and edge intelligence for next-generation connec- tivity,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb9ed79c-ce52-4d09-b9a2-eb0a3237a0ef · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Ant colony optimization: A component-wise overview,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 948798aa-1aaf-49bf-8773-d54e648ee3ed · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Intelligent intrusion detection framework for multi- clouds—iot environment using swarm-based deep learning classifier. j. cloud comput. 12 (1), 134 (2023),
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1582c9af-eebf-4bae-99c5-6bdaeee534ab · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security A swarm intelligence enabled multi-agent reinforcement learning scheme for computational task offloading in internet of things blockchain,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ce2575a-f0a2-4499-b79b-07b312d4a5b6 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Fair-swarm: Fault-tolerant multi-agent llm systems for scientific hypothesis discovery,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8706af6a-069f-4b83-80e9-6cc64e10338a · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Llm-powered swarms: A new frontier or a conceptual stretch?
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbec7841-41ce-4b79-98aa-6d0670db76d5 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Llm-based agents suffer from hallucina- tions: A survey of taxonomy, methods, and directions,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ff4916f-2976-45cd-b58c-4fa094d732ef · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security Mitigating llm hallucination snowballing in multia- gent systems via context-aware semantic consistency reasoning,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2ea30a2-1ac3-4bf7-8582-03b806a16a59 · outbound
Swarm-Driven Multi-Agent Reasoning for Smart City Security The ton iot datasets,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.