Pith Number

pith:2HLR2KKT

pith:2018:2HLR2KKTAOLH7BATDTSZZEDDVO

not attested not anchored not stored refs pending

On the overfly algorithm in deep learning of neural networks

Alexei Tsygvintsev

arxiv:1807.10668 v6 · 2018-07-27 · cs.LG · math.DS · 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{2HLR2KKTAOLH7BATDTSZZEDDVO}

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	2026-05-17T23:56:29.580351Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1d71d295303967f84131ce59c9063ab8f49c07210e3981cafc000ccc35f5eb2

Aliases

arxiv: 1807.10668 · arxiv_version: 1807.10668v6 · doi: 10.48550/arxiv.1807.10668 · pith_short_12: 2HLR2KKTAOLH · pith_short_16: 2HLR2KKTAOLH7BAT · pith_short_8: 2HLR2KKT

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/2HLR2KKTAOLH7BATDTSZZEDDVO \
  | 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: d1d71d295303967f84131ce59c9063ab8f49c07210e3981cafc000ccc35f5eb2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbb4329b9cf0e98f416d2a90bca074fcfd777203921e9dd0d3c4c0fd32ac310d",
    "cross_cats_sorted": [
      "math.DS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-27T15:06:26Z",
    "title_canon_sha256": "24e92ae465e8b55b10303c9d1c20e7f02f15709e57682f162f0958eadca17605"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.10668",
    "kind": "arxiv",
    "version": 6
  }
}