Pith Number

pith:CSQR53BU

pith:2024:CSQR53BU7D6MM2U7LJ6OVZFWO7

not attested not anchored not stored refs pending

Employing Layerwised Unsupervised Learning to Lessen Data and Loss Requirements in Forward-Forward Algorithms

Hyein Seo, Sangkeun Jung, Taewook Hwang

arxiv:2404.14664 v1 · 2024-04-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CSQR53BU7D6MM2U7LJ6OVZFWO7}

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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

1 paper in Pith

On Advancements of the Forward-Forward Algorithm

Receipt and verification

First computed	2026-07-05T08:11:08.355052Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14a11eec34f8fcc66a9f5a7ceae4b677eafe1c97f194875431d0904089630744

Aliases

arxiv: 2404.14664 · arxiv_version: 2404.14664v1 · doi: 10.48550/arxiv.2404.14664 · pith_short_12: CSQR53BU7D6M · pith_short_16: CSQR53BU7D6MM2U7 · pith_short_8: CSQR53BU

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/CSQR53BU7D6MM2U7LJ6OVZFWO7 \
  | 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: 14a11eec34f8fcc66a9f5a7ceae4b677eafe1c97f194875431d0904089630744

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64b658433a72cbb12abeb3fb99b854d4a0152682b63566d6d12bdcadc0183488",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-23T01:49:12Z",
    "title_canon_sha256": "8223e30a93b0ded64daf2e6434f21617b216fa992c6d36b2df72a732160943f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.14664",
    "kind": "arxiv",
    "version": 1
  }
}