Pith Number

pith:NGNFFJXB

pith:2017:NGNFFJXB4ODWD6CRD5EEOLMMGV

not attested not anchored not stored refs pending

"Parallel Training Considered Harmful?": Comparing series-parallel and parallel feedforward network training

Ant\^onio H. Ribeiro, Luis A. Aguirre

arxiv:1706.07119 v3 · 2017-06-21 · cs.SY · cs.LG

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

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	2026-05-17T23:47:07.573942Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

699a52a6e1e38761f8511f48472d8c354e6c19f63b5df38af1e6a9a6b159f716

Aliases

arxiv: 1706.07119 · arxiv_version: 1706.07119v3 · doi: 10.48550/arxiv.1706.07119 · pith_short_12: NGNFFJXB4ODW · pith_short_16: NGNFFJXB4ODWD6CR · pith_short_8: NGNFFJXB

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/NGNFFJXB4ODWD6CRD5EEOLMMGV \
  | 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: 699a52a6e1e38761f8511f48472d8c354e6c19f63b5df38af1e6a9a6b159f716

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5de005f45a3abcf4a02515e82b91130bf5ea13a15328fc83a530efb481709460",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SY",
    "submitted_at": "2017-06-21T21:00:44Z",
    "title_canon_sha256": "667c58c2d02c196f548b3a81d94381e49a3e4b519142a6ff6d5768d51c281c71"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.07119",
    "kind": "arxiv",
    "version": 3
  }
}