Pith Number

pith:DJIQOVWX

pith:2020:DJIQOVWXH7WQHR6FNOIM7HIHM5

not attested not anchored not stored refs pending

A unified machine learning approach to time series forecasting applied to demand at emergency departments

Ben Glampson, Ceire Costello, Graham Cooke, Luca Mercuri, Michaela A. C. Vollmer, Robert Klaber, Samir Bhatt, Seth Flaxman, Swapnil Mishra, Thomas A. Mellan

arxiv:2007.06566 v1 · 2020-07-13 · stat.AP · cs.LG · 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{DJIQOVWXH7WQHR6FNOIM7HIHM5}

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	2026-07-05T01:18:21.199236Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a510756d73fed03c7c56b90cf9d07676a7d3210aced064f0930c0caf8719ca2

Aliases

arxiv: 2007.06566 · arxiv_version: 2007.06566v1 · doi: 10.48550/arxiv.2007.06566 · pith_short_12: DJIQOVWXH7WQ · pith_short_16: DJIQOVWXH7WQHR6F · pith_short_8: DJIQOVWX

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/DJIQOVWXH7WQHR6FNOIM7HIHM5 \
  | 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: 1a510756d73fed03c7c56b90cf9d07676a7d3210aced064f0930c0caf8719ca2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e44b15f129959ae7e5f85f66c7fe0d14c41c92eeb4f911380cff08208092f94",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.AP",
    "submitted_at": "2020-07-13T07:59:24Z",
    "title_canon_sha256": "ce980fc004be6e594c23c1df0c7b8c846428f6253b878ef5b4aaf58a0ae1de0f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.06566",
    "kind": "arxiv",
    "version": 1
  }
}