Pith Number

pith:DKOX22I3

pith:2018:DKOX22I3GXU3T7WC2VPFCQQYY2

not attested not anchored not stored refs pending

On the Learning Dynamics of Deep Neural Networks

Aaron Courville, Mohammad Pezeshki, Remi Tachet, Samira Shabanian, Yoshua Bengio

arxiv:1809.06848 v3 · 2018-09-18 · cs.LG · cs.AI · 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{DKOX22I3GXU3T7WC2VPFCQQYY2}

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	2026-07-05T01:58:53.451408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a9d7d691b35e9b9fec2d55e514218c6a42a352e7464ba4f1265a5726f68b0a0

Aliases

arxiv: 1809.06848 · arxiv_version: 1809.06848v3 · doi: 10.48550/arxiv.1809.06848 · pith_short_12: DKOX22I3GXU3 · pith_short_16: DKOX22I3GXU3T7WC · pith_short_8: DKOX22I3

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/DKOX22I3GXU3T7WC2VPFCQQYY2 \
  | 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: 1a9d7d691b35e9b9fec2d55e514218c6a42a352e7464ba4f1265a5726f68b0a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7fd6e8ca2e096ae31d8ce7abf876fb0c7a9916ddef3840896e97e99571232ab3",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-09-18T17:58:49Z",
    "title_canon_sha256": "4343f1c3bbe18f0d4b11ee2024ff17822b9929c0f12821b6db5d8bcf0a9247b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.06848",
    "kind": "arxiv",
    "version": 3
  }
}