Paper Citation Record · LEDGER

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI

As of 12 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2505.16499.

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

pith.paper-citation-record.v1
2505.16499 v2

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:01:41.640851Z

measured 20 of 20 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

20 of 20 outbound references displayed

verified exact1
verified fuzzy11
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4636b601-743b-4b2e-9e37-d61c4d69ccc3 · outbound

This paper cites The internet of things in the era of generative ai: Vision and challenges,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI The internet of things in the era of generative ai: Vision and challenges,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:44.113713Z

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 ce686c83-99be-4d44-8cd6-1ec4d8150dd6 · outbound

This paper cites GPT-4o System Card.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI GPT-4o System Card

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:39.985060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29bc43e5-8b2e-46f4-ba1c-6f15c76c0006 · outbound

This paper cites Estimating the carbon footprint of bloom, a 176b parameter language model,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Estimating the carbon footprint of bloom, a 176b parameter language model,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:40.090849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 845aa6d5-2afa-42af-a2d9-54515b012c0a · outbound

This paper cites (2024, Dec.) Incident report: Service down on december 12, 2024.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI (2024, Dec.) Incident report: Service down on december 12, 2024

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:43.904568Z

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 2a2bc9d3-f64d-4ce6-97b3-b407cf19d8ba · outbound

This paper cites Impact of genai on mobile network traffic,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Impact of genai on mobile network traffic,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:43.687055Z

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 777ef170-972b-4dd2-ad13-709883f155ed · outbound

This paper cites Revisiting edge ai: Opportunities and challenges,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Revisiting edge ai: Opportunities and challenges,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:43.540684Z

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 90437fee-0c31-47b8-8fbb-e691339155a2 · outbound

This paper cites The future of consumer edge-ai computing,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI The future of consumer edge-ai computing,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:43.359930Z

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 5f883072-12a2-415f-8c95-5baa58f8aabd · outbound

This paper cites Awq: Activation-aware weight quanti- zation for on-device llm compression and acceleration,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Awq: Activation-aware weight quanti- zation for on-device llm compression and acceleration,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:40.529497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc43626e-abbd-49e4-a33f-195c5e6c50d9 · outbound

This paper cites Llm-pruner: On the structural pruning of large language models,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Llm-pruner: On the structural pruning of large language models,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:40.587359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d225d4c1-23cf-498b-a2f0-fe0fffc12d5e · outbound

This paper cites Minillm: Knowledge distillation of large language models,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Minillm: Knowledge distillation of large language models,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:40.699105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44d0a819-435a-4065-aacb-2e3609e7f157 · outbound

This paper cites Melting point: Mobile evaluation of language transformers,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Melting point: Mobile evaluation of language transformers,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:43.194720Z

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 26c743c4-98f9-406f-9484-9059c121ff0d · outbound

This paper cites VELO: A Vector Database-Assisted Cloud-Edge Collaborative LLM QoS Optimization Framework.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI VELO: A Vector Database-Assisted Cloud-Edge Collaborative LLM QoS Optimization Framework

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:01:41.948577Z

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 78a76bdc-3a8f-47d0-9039-76abd7874aed · outbound

This paper cites Edgeshard: Efficient llm inference via collaborative edge computing,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Edgeshard: Efficient llm inference via collaborative edge computing,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:40.911238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb66bad9-2035-4dc7-8fe5-328d9e56b209 · outbound

This paper cites Enabling synergistic knowledge sharing and reasoning in large language models with col- laborative multi-agents,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Enabling synergistic knowledge sharing and reasoning in large language models with col- laborative multi-agents,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:43.096344Z

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 527d4977-874e-490c-b066-2b47a0dc0b3a · outbound

This paper cites Distributed learning on mobile devices: a new approach to data mining in the internet of things,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Distributed learning on mobile devices: a new approach to data mining in the internet of things,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:42.960788Z

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 87bd2aa3-4356-4fe3-8b1a-b23bc132c356 · outbound

This paper cites Pag-llm: Paraphrase and aggregate with large language models for minimizing intent classification errors,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Pag-llm: Paraphrase and aggregate with large language models for minimizing intent classification errors,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:42.780866Z

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 66ed925f-1678-4a30-ad50-f4651feab05d · outbound

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

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Attacking and protecting data privacy in edge–cloud collaborative inference systems,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:42.533720Z

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 498b6d1e-3009-490e-a10c-c246c246b718 · outbound

This paper cites Synergy: Towards On-Body AI via Tiny AI Accelerator Collaboration on Wearables.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Synergy: Towards On-Body AI via Tiny AI Accelerator Collaboration on Wearables

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:41.437021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cc85c1b-c7eb-4e33-a479-b73420d896a8 · outbound

This paper cites Edge intelligence: Paving the last mile of artificial intelligence with edge computing,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Edge intelligence: Paving the last mile of artificial intelligence with edge computing,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:01:41.539360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3000669-b290-4194-a0e6-dcdd67ac2599 · outbound

This paper cites Efficient contextual llm cascades through budget-constrained policy learning,.

Smaller, Smarter, Closer: The Edge of Collaborative Generative AI Efficient contextual llm cascades through budget-constrained policy learning,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:01:42.226022Z

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.

Pith citing papers

No inbound Pith citation observations are available.