Paper Citation Record · LEDGER

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review

As of 14 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2505.16771.

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

pith.paper-citation-record.v1
2505.16771 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:58:54.331778Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

22 of 22 outbound references displayed

verified exact0
verified fuzzy6
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 10058224-d626-4cf9-81e9-138b25406b28 · outbound

This paper cites Gradient-based learning applied to document recognition,.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Gradient-based learning applied to document recognition,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:51.717641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad82662a-1914-4b41-aa20-1f76a70667d9 · outbound

This paper cites Understanding Machine Lear ning: From Theory to Algorithms.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Understanding Machine Lear ning: From Theory to Algorithms

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:58:56.745029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation debd17d7-87b4-47b4-ada1-eed4e9559340 · outbound

This paper cites an unresolved cited work.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:51.932946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b7e77d5-d72c-4b8a-b1ce-30fc9b32ebe6 · outbound

This paper cites J., Li, K., & Fei- Fei, L.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review J., Li, K., & Fei- Fei, L

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:52.074804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b1de8cd-e350-4849-baa8-19661131fb3d · outbound

This paper cites an unresolved cited work.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:56.504447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 474a9c4b-f921-4d86-9f39-7c10da9f4239 · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Efficient Estimation of Word Representations in Vector Space

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:52.344345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b3c546b-e115-4a3b-953c-a1c4568e313d · outbound

This paper cites an unresolved cited work.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:52.505573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7afaae00-c4f2-4e4c-b36e-f68d101965df · outbound

This paper cites J., Guez, A., Sifre, L., Van Den Driessche, G., & Hassabis, D.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review J., Guez, A., Sifre, L., Van Den Driessche, G., & Hassabis, D

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:52.620494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc38bffd-8574-48fc-ad62-c484c7a95725 · outbound

This paper cites N., & Polosukhin, I.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review N., & Polosukhin, I

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:58:56.249711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 54ff79c7-af7d-498e-9dc1-d1e6cdcdf683 · outbound

This paper cites an unresolved cited work.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:56.013886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2b14fa8d-df0b-43c0-b3e8-63c1643621ea · outbound

This paper cites an unresolved cited work.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:58:55.785511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4b832126-d6c9-4814-a59b-2aa773efaa29 · outbound

This paper cites Language Models are Few-Shot Learners.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Language Models are Few-Shot Learners

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:53.247205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57c9ab21-9b6c-4cac-902e-e50492f9ff7a · outbound

This paper cites & Lowe, R.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review & Lowe, R

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:53.360131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e49adee4-8757-4db6-82f5-9791604482b2 · outbound

This paper cites an unresolved cited work.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:53.494991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81a9887c-c58b-47c8-b0fd-e5bf55998fc3 · outbound

This paper cites C., Barends, R.,.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review C., Barends, R.,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:58:55.513105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b82c3e8a-03c0-4c37-8b43-57eee8f0f43f · outbound

This paper cites Advances and Open Problems in Federated Learning.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Advances and Open Problems in Federated Learning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:53.926725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c5e7167-8c61-4c84-af94-f1d72d89ffaf · outbound

This paper cites A dynamical model for generating synthetic electrocardiogram signals.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review A dynamical model for generating synthetic electrocardiogram signals

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:58:55.350879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 84ab895f-dd7a-4c27-b02b-e007833aba7e · outbound

This paper cites Personhood credentials: Artificial intelligence and the value of privacy-preserving tools to distinguish who is real online.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Personhood credentials: Artificial intelligence and the value of privacy-preserving tools to distinguish who is real online

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:54.097628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a08ff94b-9460-4d32-aa68-9d9cb9e9baca · outbound

This paper cites (2024, November 28).

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review (2024, November 28)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:58:55.042501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0129ff99-5f8b-481c-a851-1859a439d030 · outbound

This paper cites (2025, February).

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review (2025, February)

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:58:54.764063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3cc46c67-0ea2-4881-94aa-3c276d83ce78 · outbound

This paper cites an unresolved cited work.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Unresolved cited work

Reference 510

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:53.811884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1704165-8abc-4445-8ca3-66b65c01a327 · outbound

This paper cites Attention Is All You Need.

Data-Driven Breakthroughs and Future Directions in AI Infrastructure: A Comprehensive Review Attention Is All You Need

Reference 6008

Resolution: unresolved; no resolver link, observed 2026-08-07T14:58:52.852778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.