Pith Number

pith:7AOTRYHF

pith:2018:7AOTRYHFKGZRF43XAKE7A7ZNI2

not attested not anchored not stored refs pending

The Goldilocks zone: Towards better understanding of neural network loss landscapes

Adam Scherlis, Stanislav Fort

arxiv:1807.02581 v2 · 2018-07-06 · cs.LG · cs.NE · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7AOTRYHFKGZRF43XAKE7A7ZNI2}

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	2026-05-18T00:01:07.214115Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f81d38e0e551b312f3770289f07f2d46890597b66cf3dd7ae1dfcea56310339e

Aliases

arxiv: 1807.02581 · arxiv_version: 1807.02581v2 · doi: 10.48550/arxiv.1807.02581 · pith_short_12: 7AOTRYHFKGZR · pith_short_16: 7AOTRYHFKGZRF43X · pith_short_8: 7AOTRYHF

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/7AOTRYHFKGZRF43XAKE7A7ZNI2 \
  | 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: f81d38e0e551b312f3770289f07f2d46890597b66cf3dd7ae1dfcea56310339e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13ec0f0f912f593bbbdc05b51bddb24cacef45dd37c9e58a40a4958ac43d75f4",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-06T22:31:53Z",
    "title_canon_sha256": "cc489ebeafbd1c03d90964a5db42f99a90594ece32c827baa07c78d01a47322e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.02581",
    "kind": "arxiv",
    "version": 2
  }
}