Pith Number

pith:BLUT7JGU

pith:2026:BLUT7JGUYUTRQ62V4PYEYP56NQ

not attested not anchored not stored refs pending

Adaptive Multi-Scale Goodness Aggregation for Forward-Forward Learning

Salar Beigzad, Vansh Verma

arxiv:2605.18804 v1 · 2026-05-11 · 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{BLUT7JGUYUTRQ62V4PYEYP56NQ}

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.

Receipt and verification

First computed	2026-05-20T00:06:23.349169Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ae93fa4d4c527187b55e3f04c3fbe6c3f86cf0fa2663adc6bdf0ee691752f3b

Aliases

arxiv: 2605.18804 · arxiv_version: 2605.18804v1 · doi: 10.48550/arxiv.2605.18804 · pith_short_12: BLUT7JGUYUTR · pith_short_16: BLUT7JGUYUTRQ62V · pith_short_8: BLUT7JGU

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/BLUT7JGUYUTRQ62V4PYEYP56NQ \
  | 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: 0ae93fa4d4c527187b55e3f04c3fbe6c3f86cf0fa2663adc6bdf0ee691752f3b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd4fd992859e0c2c8ba9e6b332aa5b9abcf9ec830aa2f04abee6922cd85b5da1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-11T15:15:40Z",
    "title_canon_sha256": "a8736c063dc77bb4996274be525b07afdfd21870cc6d0864230d51a1f13449c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.18804",
    "kind": "arxiv",
    "version": 1
  }
}