Paper Citation Record · LEDGER

The Trifecta: Three simple techniques for training deeper Forward-Forward networks

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2311.18130.

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

pith.paper-citation-record.v1
2311.18130 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:00:56.168442Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T22:37:26.271921Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 1be28f3c-aebe-4591-a851-8d79953e4af3 · inbound

On Advancements of the Forward-Forward Algorithm cites this paper.

On Advancements of the Forward-Forward Algorithm The Trifecta: Three simple techniques for training deeper Forward-Forward networks

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T05:00:56.168442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5689f646-f6ec-4e08-ac87-44b9a20227aa · inbound

FFGAF-SNN: The Forward-Forward Based Gradient Approximation Free Training Framework for Spiking Neural Networks cites this paper.

FFGAF-SNN: The Forward-Forward Based Gradient Approximation Free Training Framework for Spiking Neural Networks The Trifecta: Three simple techniques for training deeper Forward-Forward networks

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T10:46:05.394923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02b1cc2b-5109-4e84-bf2e-6ec0d2674ffd · inbound

Reshaping the Forward-Forward Algorithm with a Similarity-Based Objective cites this paper.

Reshaping the Forward-Forward Algorithm with a Similarity-Based Objective The Trifecta: Three simple techniques for training deeper Forward-Forward networks

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T14:20:56.308963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6c5ec73-e081-4f80-ba66-4ec6af001f45 · inbound

Cumulative-Goodness Free-Riding in Forward-Forward Networks: Real, Repairable, but Not Accuracy-Dominant cites this paper.

Cumulative-Goodness Free-Riding in Forward-Forward Networks: Real, Repairable, but Not Accuracy-Dominant The Trifecta: Three simple techniques for training deeper Forward-Forward networks

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:56:06.872755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dff1bf59-0e57-459b-b7fe-9e8269f9a2fa · inbound

HCL-FF: Hierarchical and Contrastive Learning for Forward-Forward Algorithm cites this paper.

HCL-FF: Hierarchical and Contrastive Learning for Forward-Forward Algorithm The Trifecta: Three simple techniques for training deeper Forward-Forward networks

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T12:44:39.465838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 157b2e23-d32e-49fe-8a7f-42788670af76 · inbound

Forward-Only Convolutional Neural Networks with Learnable Channel-Class Assignment cites this paper.

Forward-Only Convolutional Neural Networks with Learnable Channel-Class Assignment The Trifecta: Three simple techniques for training deeper Forward-Forward networks

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T22:37:26.273885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.