Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T15:08:05.112373Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2508.20508.
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 2026-08-05T15:08:05.112373Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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
26 of 26 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1f33ad89-03ad-426b-83c8-36c9820aba85 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Reliability modelling and optimization for microservice-based cloud application using multi-agent system,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 841b4e0d-8107-4c8b-9a40-85215ec81751 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Reinforcement learning multi-agent system for faults diagnosis of microservices in industrial settings,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation dc15aae4-b1fd-43b1-9740-c33b5835fd45 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Transferable Modeling Strategies for Low-Resource LLM Tasks: A Prompt and Alignment-Based Approach
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cd2ef8bc-8f89-4e55-91ee-2a5a45ce5359 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Revisiting LoRA: A Smarter Low-Rank Approach for Efficient Model Adaptation,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 205872ac-3f91-4839-b15d-9c535a72a0ad · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems A Hybrid Recommendation Approach Integrating Matrix Decomposition and Deep Neural Networks for Enhanced Accuracy and Generalization,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5320e16d-b1e9-4db8-8912-d5f81906c209 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Grouplanner: a group recommender system for tourism with multi-agent microservices,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fdd3de5f-894f-4a99-8868-b61fc22e5ddd · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Moving From Monolithic To Microservices Architecture for Multi-Agent Systems
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8ad60a8-42d1-4805-b31c-3bbaa9940a4b · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Using multi-agent microservices (mams) for agent-based modelling,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1f4a873a-9dd8-4af4-b1ee-5dc9e253ff6f · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Gma: graph multi-agent microservice autoscaling algorithm in edge-cloud environment,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b2d636c1-aad1-468f-9712-4dd8fe32a2cc · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems A Multi-level Semantics Formalism for Multi-Agent Microservices,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2329cd57-6332-4764-a07d-0ffc21a2c4fe · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Distributed Microservice Deployment for Satellite Edge Computing Networks: A Multi-Agent Deep Reinforcement Learning Approach,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 321728d1-83ad-425e-b74f-e0bff30dbc46 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Microservices Infrastructure Architecture for the Cloud-Based Multi-Agent Group Decision Support Systems for Autonomous Cyberphysical Systems,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a1173806-beca-4bf5-b682-a46379014824 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Dynamic operating system scheduling using double DQN: A reinforcement learning approach to task optimization,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d5dfb063-d03a-49bd-819a-8cd5ed9fc6ed · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Market Turbulence Prediction and Risk Control with Improved A3C Reinforcement Learning,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b036b1e6-8ace-45c7-b186-ab117b344c77 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Federated Learning for Cross-Domain Data Privacy: A Distributed Approach to Secure Collaboration
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation caaa0fcb-f046-4215-bb9e-84c426221b32 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Stock Prediction with Improved Feedforward Neural Networks and Multimodal Fusion,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d48a3c94-107b-42f5-85db-1b5df1904990 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Unsupervised Detection of Fraudulent Transactions in E-commerce Using Contrastive Learning,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a9eb1320-d1ed-45bb-adb4-ce9b30281fd6 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems A Deep Learning Approach to Anomaly Detection in High-Frequency Trading Data,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5c95ea91-30b2-43fc-b7df-02da19672e5e · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems BERT-Based Automatic Audit Report Generation and Compliance Analysis,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 031703c1-3e14-4b29-93ce-ebcd838c0c25 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Multivariate time series forecasting through automated feature extraction and transformer-based modeling,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation be4d0256-7d81-4277-bc4f-42120b44a41c · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Temporal-Spatial Deep Learning for Memory Usage Forecasting in Cloud Servers,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b6c0df06-f15e-4fac-9c45-6dc940036d26 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Deep Probabilistic Modeling of User Behavior for Anomaly Detection via Mixture Density Networks
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fbc3d5b4-b184-420d-844d-55749d4c98d0 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Capsule Network-Based AI Model for Structured Data Mining with Adaptive Feature Representation,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f6ef1b4d-18d2-4444-bcd3-4335ccc75fa7 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Deep deterministic policy gradient algorithm: A systematic review,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation dc3b3a62-56a7-4224-80f4-ad5d13436647 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems Multi-agent game abstraction via graph attention neural network,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c6725983-7259-4c89-b4ac-048f236effc7 · outbound
Collaborative Evolution of Intelligent Agents in Large-Scale Microservice Systems MADDPG-based joint service placement and task offloading in MEC empowered air–ground integrated networks,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
No inbound Pith citation observations are available.