Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T01:05:04.812412Z
Paper Citation Record · LEDGER
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing
As of 10 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2604.20129.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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
Reference resolution
24 of 24 outbound references displayed
- verified exact2
- verified fuzzy21
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6849f40b-6992-4b94-a581-679966a88099 · outbound
This paper cites Multi-agent deep reinforcement learning for task offloading in uav-assisted mobile edge computing.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Multi-agent deep reinforcement learning for task offloading in uav-assisted mobile edge computing
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.945980Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f1234757-20c2-4259-a694-627f6fea412c · outbound
This paper cites Joint secure offloading and resource allocation for vehicular edge computing network: A multi-agent deep reinforcement learning approach.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Joint secure offloading and resource allocation for vehicular edge computing network: A multi-agent deep reinforcement learning approach
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.878467Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7d7d8b23-61d4-4220-9d99-2065d968fa4f · outbound
This paper cites Large-scale cooperative task offloading and resource allocation in heterogeneous mec systems via multi-agent reinforcement learning.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Large-scale cooperative task offloading and resource allocation in heterogeneous mec systems via multi-agent reinforcement learning
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.933391Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 96291216-be73-453f-9cda-731df46f842e · outbound
This paper cites Cooperative task offloading for mobile edge computing based on multi-agent deep reinforcement learning.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Cooperative task offloading for mobile edge computing based on multi-agent deep reinforcement learning
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.904027Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8dff23aa-0d17-4e40-8f09-cafbc51d218a · outbound
This paper cites Collabo- rative task offloading optimization for satellite mobile edge computing using multi-agent deep reinforcement learning.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Collabo- rative task offloading optimization for satellite mobile edge computing using multi-agent deep reinforcement learning
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.908450Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cf54ba63-c170-41f9-98e9-67b7fb15d2d5 · outbound
This paper cites Multitask multiobjective deep reinforcement learning-based computation offloading method for industrial internet of things.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Multitask multiobjective deep reinforcement learning-based computation offloading method for industrial internet of things
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.870753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation fa0c94a4-1802-4237-b123-71861136c7c4 · outbound
This paper cites Qmix: Monotonic value function factorisation for decentralised multi-agent reinforcement learning.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Qmix: Monotonic value function factorisation for decentralised multi-agent reinforcement learning
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.900346Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 95cdda63-3801-44dd-80a1-b7ac5754b9ae · outbound
This paper cites A survey on edge computing systems and tools.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing A survey on edge computing systems and tools
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.874327Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3cefdb93-6f4b-4c3c-8281-d327995ac35e · outbound
This paper cites Deep reinforcement learning for dynamic computation offloading and resource allocation in cache-assisted mobile edge computing systems.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Deep reinforcement learning for dynamic computation offloading and resource allocation in cache-assisted mobile edge computing systems
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.896844Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 47ff520f-70fe-4e9c-a322-b6a751855dfe · outbound
This paper cites Communication-efficient federated learning for digital twin edge net- works in industrial iot.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Communication-efficient federated learning for digital twin edge net- works in industrial iot
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.882117Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation abb65e2e-0178-4e46-9284-fdbcd01af022 · outbound
This paper cites Edge-iiotset: A new comprehensive realistic cyber security dataset of iot and iiot applications for centralized and federated learning.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Edge-iiotset: A new comprehensive realistic cyber security dataset of iot and iiot applications for centralized and federated learning
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.885996Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e928ae19-6e1b-411e-91e4-8dfc2a30eac8 · outbound
This paper cites Similarity estimation techniques from rounding algo- rithms.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Similarity estimation techniques from rounding algo- rithms
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.941242Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 350978f4-bfd1-46c9-8aeb-dd0c83180e38 · outbound
This paper cites Addressing function approx- imation error in actor-critic methods.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Addressing function approx- imation error in actor-critic methods
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.957420Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5870a30c-8ced-4f29-a7a3-fd829d70e930 · outbound
This paper cites A stochastic approximation method.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing A stochastic approximation method
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.893198Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8a7bd6f8-0ff6-4842-8407-f699f9a98cf0 · outbound
This paper cites A measure of asymptotic efficiency for tests of a hypoth- esis based on the sum of observations.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing A measure of asymptotic efficiency for tests of a hypoth- esis based on the sum of observations
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.889468Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a074f006-7baf-4bcf-90e8-b4ee83664005 · outbound
This paper cites Approximation capabilities of multilayer feedforward net- works.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Approximation capabilities of multilayer feedforward net- works
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.916425Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a1ee72fb-3562-4ced-8780-62e6d24ac2d4 · outbound
This paper cites an unresolved cited work.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-05-23T10:07:50.924121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b01e7c9c-07cf-428e-87f1-ce598f11c350 · outbound
This paper cites Lipschitz regularity of deep neural networks: analysis and efficient estimation.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Lipschitz regularity of deep neural networks: analysis and efficient estimation
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.920345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 31092c12-f457-4461-90c2-76db9da8f85d · outbound
This paper cites Spectrally-normalized margin bounds for neural networks.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Spectrally-normalized margin bounds for neural networks
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.949972Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9ae0c829-013a-47f0-bf1a-347627a2a2d4 · outbound
This paper cites Detection and Tracking Meet Drones Challenge.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Detection and Tracking Meet Drones Challenge
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T01:10:09.516917Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3b0b56ee-434c-43f0-b837-8400b1fc68d4 · outbound
This paper cites Multi- agent actor-critic for mixed cooperative-competitive environments.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Multi- agent actor-critic for mixed cooperative-competitive environments
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.912639Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 668365dd-5c9c-41bf-b6cf-efece4405c11 · outbound
This paper cites Proximal Policy Optimization Algorithms.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Proximal Policy Optimization Algorithms
Reference 22
- Resolution
- verified exact
- local_arxiv, observed 2026-05-10T01:10:09.514676Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 463624e8-c4a7-49e1-8cc2-4c178ec9d529 · outbound
This paper cites Cohen,Statistical Power Analysis for the Behavioral Sciences, 2nd ed.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Cohen,Statistical Power Analysis for the Behavioral Sciences, 2nd ed
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.937694Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0f525f8a-469b-4739-b701-a7cf5e1a1c5d · outbound
This paper cites Greenhouse gas equivalencies calculator.
A Delta-Aware Orchestration Framework for Scalable Multi-Agent Edge Computing Greenhouse gas equivalencies calculator
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-23T10:07:50.953572Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Pith citing papers
No inbound Pith citation observations are available.