Pith Number

pith:F4EQLEGB

pith:2017:F4EQLEGBQMZMHCVZGMASIZCTT3

not attested not anchored not stored refs pending

Perspective: Energy Landscapes for Machine Learning

Andrew J. Ballard, David J. Wales, Dhagash Mehta, Jacob D. Stevenson, Levent Sagun, Ritankar Das, Stefano Martiniani

arxiv:1703.07915 v1 · 2017-03-23 · stat.ML · cond-mat.dis-nn · cs.CV · cs.LG · hep-th

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F4EQLEGBQMZMHCVZGMASIZCTT3}

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	2026-05-18T00:40:53.804730Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f090590c18332c38ab933012464539ec8e4c54ad5c05ba6d58e4cf6860dd3ff

Aliases

arxiv: 1703.07915 · arxiv_version: 1703.07915v1 · doi: 10.48550/arxiv.1703.07915 · pith_short_12: F4EQLEGBQMZM · pith_short_16: F4EQLEGBQMZMHCVZ · pith_short_8: F4EQLEGB

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/F4EQLEGBQMZMHCVZGMASIZCTT3 \
  | 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: 2f090590c18332c38ab933012464539ec8e4c54ad5c05ba6d58e4cf6860dd3ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0c45d5acc4f6649f2640af928b78f4f411bf826e7b854c31ef47a1e30a668e8",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cs.CV",
      "cs.LG",
      "hep-th"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-03-23T03:17:14Z",
    "title_canon_sha256": "371f5bb1bd87bbd77ce6a5ebaa78c10837e2b241a334778b094b1469f5db5ece"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1703.07915",
    "kind": "arxiv",
    "version": 1
  }
}