Pith Number

pith:KGQJVC2A

pith:2021:KGQJVC2AFOCL25D4CV5C6N2W75

not attested not anchored not stored refs pending

Predictive Coding: a Theoretical and Experimental Review

Anil Seth, Beren Millidge, Christopher L Buckley

arxiv:2107.12979 v4 · 2021-07-27 · cs.AI · cs.NE · q-bio.NC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KGQJVC2AFOCL25D4CV5C6N2W75}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

10 papers in Pith

Quantitative Promise Theory: Intentionality and Inference in Autonomous Agents

Training a Predictive Coding Network on ImageNet using Equilibrium Propagation

Learn from your own latents and not from tokens: A sample-complexity theory

Augmented Lagrangian Predictive Coding

Predictive Coding with Bayesian Priors via Proximal Gradients

Receipt and verification

First computed	2026-07-05T04:39:47.197829Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51a09a8b402b84bd747c157a2f3756ff41e2e1fb5785adcad89d428cfc8f4d1c

Aliases

arxiv: 2107.12979 · arxiv_version: 2107.12979v4 · doi: 10.48550/arxiv.2107.12979 · pith_short_12: KGQJVC2AFOCL · pith_short_16: KGQJVC2AFOCL25D4 · pith_short_8: KGQJVC2A

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/KGQJVC2AFOCL25D4CV5C6N2W75 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 51a09a8b402b84bd747c157a2f3756ff41e2e1fb5785adcad89d428cfc8f4d1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1af2673dd73144b24ca5d6977ad74c390f3a1bb4494ae402eb9ffbd43ecb9259",
    "cross_cats_sorted": [
      "cs.NE",
      "q-bio.NC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-07-27T17:44:21Z",
    "title_canon_sha256": "ec77347611c131139428ca3fcf1a3536cce0a2ad5ba3820f11a054393397da37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.12979",
    "kind": "arxiv",
    "version": 4
  }
}