Pith Number

pith:SUPDHPQR

pith:2023:SUPDHPQRUTCOFMPMMTXUI6JU7R

not attested not anchored not stored refs pending

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

Ing Jyh Tsang, Jose Oramas, Thomas Dooms

arxiv:2311.18130 v2 · 2023-11-29 · 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{SUPDHPQRUTCOFMPMMTXUI6JU7R}

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

3 papers in Pith

Forward-Only Convolutional Neural Networks with Learnable Channel-Class Assignment

HCL-FF: Hierarchical and Contrastive Learning for Forward-Forward Algorithm

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

Receipt and verification

First computed	2026-07-05T07:23:09.885846Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

951e33be11a4c4e2b1ec64ef447934fc430ef765cbdf55c203ba5fa31e887081

Aliases

arxiv: 2311.18130 · arxiv_version: 2311.18130v2 · doi: 10.48550/arxiv.2311.18130 · pith_short_12: SUPDHPQRUTCO · pith_short_16: SUPDHPQRUTCOFMPM · pith_short_8: SUPDHPQR

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/SUPDHPQRUTCOFMPMMTXUI6JU7R \
  | 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: 951e33be11a4c4e2b1ec64ef447934fc430ef765cbdf55c203ba5fa31e887081

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c37cf6db2292ca6bdf2370b54dce6e9cf0fc75003c2017813fd30885ef5403ed",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-29T22:44:32Z",
    "title_canon_sha256": "c11ed96b5f1aeb55aabab6c2a7af2b21cf4ec773f4f1d216d5a62321b6aaf883"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.18130",
    "kind": "arxiv",
    "version": 2
  }
}