Pith Number

pith:BPZL6XCW

pith:2024:BPZL6XCW4N3O7YC3JLWY745TVZ

not attested not anchored not stored refs pending

Benchmarking Predictive Coding Networks -- Made Simple

Amine M'Charrak, Bayar Menzat, Chang Qi, Cornelius Emde, Gaspard Olivers, Luca Pinchetti, Mufeng Tang, Oleh Lokshyn, Rafal Bogacz, Simon Frieder, Thomas Lukasiewicz, Tommaso Salvatori

arxiv:2407.01163 v2 · 2024-07-01 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BPZL6XCW4N3O7YC3JLWY745TVZ}

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

2 papers in Pith

Augmented Lagrangian Predictive Coding

Cross-Entropy Is Load-Bearing: A Pre-Registered Scope Test of the K-Way Energy Probe on Bidirectional Predictive Coding

Receipt and verification

First computed	2026-07-05T10:14:04.143645Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0bf2bf5c56e376efe05b4aed8ff3b3ae4f8ed61d90c8d5100956b2de21d637b5

Aliases

arxiv: 2407.01163 · arxiv_version: 2407.01163v2 · doi: 10.48550/arxiv.2407.01163 · pith_short_12: BPZL6XCW4N3O · pith_short_16: BPZL6XCW4N3O7YC3 · pith_short_8: BPZL6XCW

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/BPZL6XCW4N3O7YC3JLWY745TVZ \
  | 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: 0bf2bf5c56e376efe05b4aed8ff3b3ae4f8ed61d90c8d5100956b2de21d637b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8743dc343b3a3b8f3f5857636523f31cb433e642cd0f2dc1c134e595244d72c",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-01T10:33:44Z",
    "title_canon_sha256": "c2969762f703df8e0235765f8190c97149267e9cf99515a32ebf36197ec02d1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.01163",
    "kind": "arxiv",
    "version": 2
  }
}