Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T18:12:33.406433Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2501.11557.
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 2026-08-10T18:12:33.406433Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 14a41f60-36ef-4dcb-880e-1280d77aab20 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Efficient par- allel split learning over resource-constrained wireless edge networks,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 142fdee3-62b7-4252-bc2b-3f7dee15657b · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Constructing 4D Radio Map in LEO Satellite Networks with Limited Samples
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14f5558f-2646-4d85-a993-8a200889f7a8 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning LEO-Split: A Semi-Supervised Split Learning Framework over LEO Satellite Networks
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58662088-05f5-41bd-af87-d5c2ce3813f3 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Vulseye: Detect Smart Contract Vulnerabilities via Stateful Directed Graybox Fuzzing
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation b9a4b0bb-f457-4279-aa7c-b3907cabdfff · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Graphlearningformulti-satellitebasedspectrumsensing,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation acd8479d-c395-4ee0-8144-8796dc21909e · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Optimizing the learning performance in mobile augmented reality systems with cnn,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 001716cc-562e-4610-a13a-4bbb9da2fe48 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Deep-learning-incorporated aug- mented reality application for engineering lab training,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5de1a033-b75e-4b93-88d2-2e6d71c33a3d · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Integrated registration and oc- clusion handling based on deep learning for augmented-reality-assisted assembly instruction,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4efe9ddd-c4ab-4942-b331-c4035039ec07 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Tracking and transmission design in terahertz v2i networks,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 8fefa7cf-e71f-43c4-a95b-3657f32e6d89 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning IC3M: In-Car Multimodal Multi-object Monitoring for Abnormal Status of Both Driver and Passengers
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ce5b163-f1d1-4f15-9e5a-d9f54bb43960 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Channel power gain estimation for terahertz vehicle-to-infrastructure networks,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee073f04-3c37-419b-9891-98b5066a419c · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Rethinking membership inference attacks against transfer learning,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a71f5939-1a2f-4bbd-a169-b7490ba4d4c7 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning FedAC: An Adaptive Clustered Federated Learning Framework for Heterogeneous Data
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d73016f-b1f3-4c56-ac2b-2df19e454673 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Multi-layer computation offload- ing in distributed heterogeneous mobile edge computing networks,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 16bfb32c-f89c-4cea-8021-52feac6fdee6 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Secure channel establishment scheme for task delivery in vehicular cloud computing,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation dcc728ca-b186-425c-85e9-eba6cf83e8fb · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Hierarchical Split Federated Learning: Convergence Analysis and System Optimization
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d7163bf-4f00-4ed3-bc5f-0d8cce2649bf · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Adaptive resource allo- cation for semantic communication networks,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d65650d1-ef5f-4762-b932-379bf497bb8f · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Resource allocation and trust computing for blockchain-enabled edge computing system,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c78a9129-8bb1-4f4a-b0c1-039e2171c0d9 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Resource Allocation and Workload Scheduling for Large-Scale Distributed Deep Learning: A Survey
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ec7a42c-3de9-412a-aecf-88c2161459ed · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Fedsn: A federated learning framework over heterogeneous leo satellite networks,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 14a6da1f-75f2-49f6-ae0b-4937b208463b · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Privacyeafl: Privacy-enhanced ag- gregation for federated learning in mobile crowdsensing,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 709ac1ef-499c-49d5-8a72-8f06bfc21332 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Distributed task scheduling in serverless edge computing networks for the internet of things: A learning approach,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 95970bd2-973c-44d1-9d47-353733de15c9 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Performance optimization of serverless edge computing function offloading based on deep reinforcement learning,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f79209d8-1d40-4daf-9ceb-e47a8d318aee · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Learning-based privacy-aware offloading for healthcare iot with energy harvesting,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ec09e4bb-f49c-42e1-984b-45e3c0f4869d · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Security modeling and efficient computation offloading for service workflow in mobile edge computing,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a9ed7a0f-a53c-4e06-a9a5-e8d652b0d461 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Performance optimization of serverless comput- ing for latency-guaranteed and energy-efficient task offloading in energy-harvesting industrial iot,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 681b7147-b76c-4d02-9102-72a050aa2834 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Architecture and performance evalu- ation of distributed computation offloading in edge computing,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation cc5886d3-b200-4547-89e7-d1a68860465d · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Multi-cloud provisioning and load distribution for three- tier applications,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9a8e1c54-b598-476f-a6d1-fd6bf02fe335 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Automated Federated Pipeline for Parameter-Efficient Fine-Tuning of Large Language Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99d29b04-55cc-40e8-be9d-0e464ce6ad3c · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Security computing resource allocation based on deep reinforcement learning in serverless multi-cloud edge computing,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ec709280-c27e-4a2a-bc99-aef055583e2a · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Efficientand secure multi-user multi-task computation offloading for mobile-edge computing in mobile iot networks,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation cebf93dd-128e-425f-982c-38df68543434 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Service offloading with deep q-network for digital twinning-empowered internet of vehicles in edge computing,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e6cfcdd1-c9d1-43fd-b49b-852c551e02d1 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Multiuser computation offloading and resource allocation for cloud–edge heterogeneous network,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7f0ef7e4-1db6-41bf-a809-458e8d5a51ce · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Echohand: High accu- racy and presentation attack resistant hand authentication on commodity mobile devices,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 35b444d7-b80f-4084-ae03-0a74427f5d4a · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Rethinking Adversarial Attacks in Reinforcement Learning from Policy Distribution Perspective
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65529fd0-9a55-478d-adbf-204790ed2999 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Toward robust detection of pup- pet attacks via characterizing fingertip-touch behaviors,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d0480588-75b1-4298-8bb4-5f14cee7c77c · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Sok: Comprehensive Security Overview, Challenges, and Future Directions of Voice-Controlled Systems
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ae5155f-877a-4739-98e4-17c163995138 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Liveness is not enough: Enhancing fingerprint authentication with behavioral biometrics to defeat puppet attacks,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 97e167d4-b737-4c35-a045-291a5268a5a2 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Pushing Large Language Models to the 6G Edge: Vision, Challenges, and Opportunities
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09dde82a-7d00-4909-adfd-f8bdfe6148df · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Semantic sleuth: Identifying ponzi contracts via large language models,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 75694066-c9e1-4593-999f-66ddf282e8d1 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning AdaptSFL: Adaptive Split Federated Learning in Resource-constrained Edge Networks
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54ae8711-834c-43bd-8a40-d0073a54adf2 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning LCFed: An Efficient Clustered Federated Learning Framework for Heterogeneous Data
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ebe8645-3068-4174-92e8-153fcac3caac · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Split learning in 6g edge networks,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a541410d-acd2-46a5-8e34-2c462750e48f · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Source Code Summarization in the Era of Large Language Models
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a115d82f-56b4-4585-b2b4-12893888ab5b · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning A survey of source code search: A 3-dimensional perspective,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3070b3a5-2f2d-4932-99f7-86baf7b559c6 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning An extractive-and-abstractive framework for source code summarization,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation bcfe4d23-988a-4418-b4c2-ed62ea4adb18 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Esale: Enhancing code-summary alignment learning for source code summarization,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation cec5c2f7-a067-4aed-8bdd-007c65a43cc0 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Abstract Syntax Tree for Programming Language Understanding and Representation: How Far Are We?
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88d9c00b-a0ad-473b-87bc-73edabb64dd6 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Maf: Method-anchored test fragmentation for test code plagiarism detection,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d1fb795d-8d99-407c-9cec-23454e593381 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Backdooring neural code search,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 70e3764c-98a3-470d-8a09-da720d6f47fe · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Eliminating Backdoors in Neural Code Models for Secure Code Understanding
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation fbef4f13-fa52-44b5-b536-f9d10a51f61c · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning Mu- tual information guided backdoor mitigation for pre-trained encoders,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 6e91c037-313a-4e6b-9c09-fe5de4159889 · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning On the effectiveness of distillation in mitigating backdoors in pre-trained encoder,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97fa974c-51b5-4e7e-8a9c-bdb42d77217e · outbound
Secure Resource Allocation via Constrained Deep Reinforcement Learning RULER: discriminative and iterative adversarial training for deep neural network fairness,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
No inbound Pith citation observations are available.