Pith. sign in
Pith Number

pith:ZJO2ZD7K

pith:2021:ZJO2ZD7K73FDZMLXKK4QX33RHC
not attested not anchored not stored refs pending

When in Doubt: Neural Non-Parametric Uncertainty Quantification for Epidemic Forecasting

Alexander Rodr\'iguez, B. Aditya Prakash, Chao Zhang, Harshavardhan Kamarthi, Lingkai Kong

arxiv:2106.03904 v3 · 2021-06-07 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZJO2ZD7K73FDZMLXKK4QX33RHC}

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 2026-07-05T03:31:27.944184Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ca5dac8feafeca3cb17752b90bef7138b18741245cab10a82e18a068cb3d6df3

Aliases

arxiv: 2106.03904 · arxiv_version: 2106.03904v3 · doi: 10.48550/arxiv.2106.03904 · pith_short_12: ZJO2ZD7K73FD · pith_short_16: ZJO2ZD7K73FDZMLX · pith_short_8: ZJO2ZD7K
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZJO2ZD7K73FDZMLXKK4QX33RHC \
  | 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: ca5dac8feafeca3cb17752b90bef7138b18741245cab10a82e18a068cb3d6df3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e575c5a4ca6282924670eb2c2f9d802dfe643d80cbdf0cbb9b5a3259109f8a15",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-07T18:31:47Z",
    "title_canon_sha256": "b32fc511f092edf8b7815db4e50ccea0e1b3ae6a8f25d5eaaed48112a2eb1e76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.03904",
    "kind": "arxiv",
    "version": 3
  }
}