Paper Citation Record · LEDGER

JPC: Flexible Inference for Predictive Coding Networks in JAX

As of 18 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 2 inbound Pith citation observations for arXiv:2412.03676.

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

pith.paper-citation-record.v1
2412.03676 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:16:28.929519Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-21T07:58:51.049760Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

15 of 15 outbound references displayed

verified exact1
verified fuzzy4
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 63afdfd6-69d9-407a-90de-d22ef70aeb52 · outbound

This paper cites an unresolved cited work.

JPC: Flexible Inference for Predictive Coding Networks in JAX Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:16:29.424259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a81b2db9-b9ff-49ea-9ec3-3405880ebe0a · outbound

This paper cites Babuschkin, K.

JPC: Flexible Inference for Predictive Coding Networks in JAX Babuschkin, K

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:16:29.408237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0ed06d77-3318-4624-9472-73af47e2720c · outbound

This paper cites Only Strict Saddles in the Energy Landscape of Predictive Coding Networks?.

JPC: Flexible Inference for Predictive Coding Networks in JAX Only Strict Saddles in the Energy Landscape of Predictive Coding Networks?

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T22:16:28.860926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9333afe-b402-40f0-bfe2-8aee67a9df61 · outbound

This paper cites On Neural Differential Equations.

JPC: Flexible Inference for Predictive Coding Networks in JAX On Neural Differential Equations

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T22:16:28.866499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a51704ef-a047-4e91-9c51-b0215a5d5c2f · outbound

This paper cites Equinox: neural networks in JAX via callable PyTrees and filtered transformations.

JPC: Flexible Inference for Predictive Coding Networks in JAX Equinox: neural networks in JAX via callable PyTrees and filtered transformations

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T22:16:28.873012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a0be955-5630-423d-aba6-713d0cfe9f1a · outbound

This paper cites pyhgf: A neural network library for predictive coding.

JPC: Flexible Inference for Predictive Coding Networks in JAX pyhgf: A neural network library for predictive coding

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T22:16:28.884369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbad7212-3007-488a-bf21-c994e9c28f56 · outbound

This paper cites Predictive Coding: Towards a Future of Deep Learning beyond Backpropagation?.

JPC: Flexible Inference for Predictive Coding Networks in JAX Predictive Coding: Towards a Future of Deep Learning beyond Backpropagation?

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T22:16:28.891033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae291628-3fee-4e89-b968-50d1089da34b · outbound

This paper cites Predictive Coding: a Theoretical and Experimental Review.

JPC: Flexible Inference for Predictive Coding Networks in JAX Predictive Coding: a Theoretical and Experimental Review

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T22:16:28.897091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0053306-cb47-4d0f-a09b-4d85818faf78 · outbound

This paper cites Oliviers, R.

JPC: Flexible Inference for Predictive Coding Networks in JAX Oliviers, R

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:16:29.393366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 54528958-9871-4a6c-bfc2-17cc73934913 · outbound

This paper cites Benchmarking Predictive Coding Networks -- Made Simple.

JPC: Flexible Inference for Predictive Coding Networks in JAX Benchmarking Predictive Coding Networks -- Made Simple

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T22:16:28.906845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bc5469c-11a0-48f8-9130-afb5d379c1be · outbound

This paper cites Rosenbaum.

JPC: Flexible Inference for Predictive Coding Networks in JAX Rosenbaum

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:16:29.377651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 09429704-9006-4b40-986f-26c0ba48f658 · outbound

This paper cites Salvatori, A.

JPC: Flexible Inference for Predictive Coding Networks in JAX Salvatori, A

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T22:16:28.916349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 986d2e48-7b5d-4864-9708-12fbe8513c00 · outbound

This paper cites Tscshantz, B.

JPC: Flexible Inference for Predictive Coding Networks in JAX Tscshantz, B

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:16:29.362431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d9bfffa5-860e-4213-87e3-49c9c5c9ce21 · outbound

This paper cites van Zwol, R.

JPC: Flexible Inference for Predictive Coding Networks in JAX van Zwol, R

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T22:16:28.924996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 896c1266-6ab3-41d5-b05f-28115391aadb · outbound

This paper cites Sample as You Infer: Predictive Coding With Langevin Dynamics.

JPC: Flexible Inference for Predictive Coding Networks in JAX Sample as You Infer: Predictive Coding With Langevin Dynamics

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-11T22:16:28.979813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 9d19a11b-ac32-4f2f-9e72-4d7b5c65673a · inbound

K-Way Energy Probes for Metacognition Reduce to Softmax in Discriminative Predictive Coding Networks cites this paper.

K-Way Energy Probes for Metacognition Reduce to Softmax in Discriminative Predictive Coding Networks JPC: Flexible Inference for Predictive Coding Networks in JAX

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:50:59.799390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fccec465-663d-4207-8b6d-b39e16ddb7a2 · inbound

Closed-form predictive coding via hierarchical Gaussian filters cites this paper.

Closed-form predictive coding via hierarchical Gaussian filters JPC: Flexible Inference for Predictive Coding Networks in JAX

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-21T07:59:49.943197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.