Pith Number

pith:PGEQQ2QF

pith:2019:PGEQQ2QFFIGJ2ZIISAV326NKNW

not attested not anchored not stored refs pending

On Warm-Starting Neural Network Training

Jordan T. Ash, Ryan P. Adams

arxiv:1910.08475 v3 · 2019-10-18 · 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{PGEQQ2QFFIGJ2ZIISAV326NKNW}

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.

Cited by

2 papers in Pith

Compositional Q-learning for electrolyte repletion with imbalanced patient sub-populations

Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference

Receipt and verification

First computed	2026-07-05T02:03:14.176973Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7989086a052a0c9d6508902bbd79aa6db9cca64dbb644a73218466864220025f

Aliases

arxiv: 1910.08475 · arxiv_version: 1910.08475v3 · doi: 10.48550/arxiv.1910.08475 · pith_short_12: PGEQQ2QFFIGJ · pith_short_16: PGEQQ2QFFIGJ2ZII · pith_short_8: PGEQQ2QF

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/PGEQQ2QFFIGJ2ZIISAV326NKNW \
  | 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: 7989086a052a0c9d6508902bbd79aa6db9cca64dbb644a73218466864220025f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ec08743f0146d81621a16a9d9eaa997bcc0b919d3ed87aa2ba20786aa4b6da3",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-18T15:35:59Z",
    "title_canon_sha256": "7d6cba5ad0082b65890fbf8995351fbcc942b77b0750833cd85de14c5c72d9d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.08475",
    "kind": "arxiv",
    "version": 3
  }
}