Pith Number

pith:YNADOCJE

pith:2016:YNADOCJECJRJNUUMPKJGLXH6IK

not attested not anchored not stored refs pending

The observer-assisted method for adjusting hyper-parameters in deep learning algorithms

Maciej Wielgosz

arxiv:1611.10328 v1 · 2016-11-30 · 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{YNADOCJECJRJNUUMPKJGLXH6IK}

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	2026-05-18T00:56:10.737192Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c340370924126296d28c7a9265dcfe42a35afee515494bd637640264c59175e2

Aliases

arxiv: 1611.10328 · arxiv_version: 1611.10328v1 · doi: 10.48550/arxiv.1611.10328 · pith_short_12: YNADOCJECJRJ · pith_short_16: YNADOCJECJRJNUUM · pith_short_8: YNADOCJE

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/YNADOCJECJRJNUUMPKJGLXH6IK \
  | 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: c340370924126296d28c7a9265dcfe42a35afee515494bd637640264c59175e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3c5b6712ce963ffbdd0121753b89c45d8e272522255aa96934ce839970095a1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-11-30T19:37:48Z",
    "title_canon_sha256": "1f1d882b92dcbe2dff2ca491596977de74fc2ac23152345449716f9b8c648b4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.10328",
    "kind": "arxiv",
    "version": 1
  }
}