Paper Citation Record · LEDGER

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding

As of 12 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2412.21069.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.21069 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:09:54.686222Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

19 of 19 outbound references displayed

verified exact0
verified fuzzy11
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 356031b9-67ea-4fb3-842f-045c877e7f97 · outbound

This paper cites Edge artificial intelligence for 6G: Vision, enabling technologies, and applications,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Edge artificial intelligence for 6G: Vision, enabling technologies, and applications,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T23:09:54.610980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4111508-ba44-43ac-b162-0add936031ed · outbound

This paper cites Green edge AI : A contemporary survey,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Green edge AI : A contemporary survey,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:54.901969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 35df672b-1c75-4501-a712-f41fef229665 · outbound

This paper cites Edge AI: On-demand acceler- ating deep neural network inference via edge computing,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Edge AI: On-demand acceler- ating deep neural network inference via edge computing,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T23:09:54.619311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0f186a7-4bf2-426e-b7f3-da06f2c06d9f · outbound

This paper cites Communication-computation trade-off in resource-constrained edge inference,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Communication-computation trade-off in resource-constrained edge inference,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:54.884807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 730254dc-2bc3-4bb9-97b6-01fcdf7c377d · outbound

This paper cites Learning task-oriented communication for edge inference: An information bottleneck approach,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Learning task-oriented communication for edge inference: An information bottleneck approach,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T23:09:54.628369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5db4dd4-c8c1-484d-9a31-0340a05a5511 · outbound

This paper cites Joint source-channel coding for channel-adaptive digital semantic communications,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Joint source-channel coding for channel-adaptive digital semantic communications,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:54.865190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5e0b2d1a-7440-44f5-8fa8-a9cce9d6bc3b · outbound

This paper cites Exploring image reconstruction attack in deep learning computation offloading,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Exploring image reconstruction attack in deep learning computation offloading,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:54.852483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d242557f-7044-45d0-ae41-08b1a0d759ec · outbound

This paper cites Attacking and protecting data privacy in edge-cloud collaborative inference systems,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Attacking and protecting data privacy in edge-cloud collaborative inference systems,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:54.839596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3fb1da3c-690c-46de-8584-83edd09f5588 · outbound

This paper cites Can differential privacy practically protect collaborative deep learning inference for IoT?.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Can differential privacy practically protect collaborative deep learning inference for IoT?

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:54.826650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9ce030bb-e515-44b4-8f7f-74e84633ccb4 · outbound

This paper cites Joint model, task partitioning and privacy preserving adaptation for edge DNN inference,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Joint model, task partitioning and privacy preserving adaptation for edge DNN inference,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:54.813855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4e4a8a2c-0354-4b91-b9af-a35c6852b097 · outbound

This paper cites Privacy-preserving task-oriented semantic communications against model inversion attacks,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Privacy-preserving task-oriented semantic communications against model inversion attacks,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:54.801463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fa087017-91a8-4585-9676-39135ce90cfb · outbound

This paper cites Multi-agent actor-critic for mixed cooperative- competitive environments,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Multi-agent actor-critic for mixed cooperative- competitive environments,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:54.789952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 93169975-4eee-496d-9de0-b378bda7fa65 · outbound

This paper cites MIBench: A Comprehensive Framework for Benchmarking Model Inversion Attack and Defense.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding MIBench: A Comprehensive Framework for Benchmarking Model Inversion Attack and Defense

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T23:09:54.660030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa4f6bf4-bbc2-4381-afe0-6cfcae4b49a3 · outbound

This paper cites Image quality assessment: from error visibility to structural similarity,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Image quality assessment: from error visibility to structural similarity,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T23:09:54.664259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97939828-8f03-4b29-838b-f27b0ed2bcfc · outbound

This paper cites an unresolved cited work.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T23:09:54.668457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d833b75-3f91-4fa3-89e8-86b08f471eb7 · outbound

This paper cites an unresolved cited work.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:09:54.764437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6163b216-9761-4043-996c-549deb900339 · outbound

This paper cites Entropy-based active learning for object detection with progressive diversity constraint,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Entropy-based active learning for object detection with progressive diversity constraint,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:54.752071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 52e9e326-5545-4c86-82db-b1efdbe33478 · outbound

This paper cites Categorical reparameterization with gumbel-softmax,.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Categorical reparameterization with gumbel-softmax,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:54.739924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ad0ffd27-99a2-4b64-a13d-5fcc115c4ca1 · outbound

This paper cites Integrated Sensing and Communications for Low-Altitude Economy: A Deep Reinforcement Learning Approach.

Privacy-Aware Multi-Device Cooperative Edge Inference with Distributed Resource Bidding Integrated Sensing and Communications for Low-Altitude Economy: A Deep Reinforcement Learning Approach

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T23:09:54.686222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.