Pith Number

pith:HBHUJLKA

pith:2016:HBHUJLKA7XYWGNMFLTH7KTJPGL

not attested not anchored not stored refs pending

Equilibrium Propagation: Bridging the Gap Between Energy-Based Models and Backpropagation

Benjamin Scellier, Yoshua Bengio

arxiv:1602.05179 v5 · 2016-02-16 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HBHUJLKA7XYWGNMFLTH7KTJPGL}

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

Selectivity and Shape in the Design of Forward-Forward Goodness Functions

FlowEqProp: Training Flow Matching Generative Models with Gradient Equilibrium Propagation

Receipt and verification

First computed	2026-05-18T00:47:43.087084Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

384f44ad40fdf16335855ccff54d2f32ca66f7a3f9f2c652522c828f7898ecc1

Aliases

arxiv: 1602.05179 · arxiv_version: 1602.05179v5 · doi: 10.48550/arxiv.1602.05179 · pith_short_12: HBHUJLKA7XYW · pith_short_16: HBHUJLKA7XYWGNMF · pith_short_8: HBHUJLKA

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/HBHUJLKA7XYWGNMFLTH7KTJPGL \
  | 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: 384f44ad40fdf16335855ccff54d2f32ca66f7a3f9f2c652522c828f7898ecc1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cca86efdd19daa129519fd0716ab8fb3a3bfa2dbaebb07efc603670d4f6b5f39",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-02-16T20:46:51Z",
    "title_canon_sha256": "86f217c16977a5e854556a53032db9047bbc3138743535f54520c4cba928d2fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1602.05179",
    "kind": "arxiv",
    "version": 5
  }
}