Pith. sign in
Pith Number

pith:GMUMPQCA

pith:2023:GMUMPQCAW3YQRBHWJ2VMVHH7V6
not attested not anchored not stored refs pending

When Rigidity Hurts: Soft Consistency Regularization for Probabilistic Hierarchical Time Series Forecasting

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

arxiv:2310.11569 v2 · 2023-10-17 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GMUMPQCAW3YQRBHWJ2VMVHH7V6}

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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 2026-07-05T07:02:34.031124Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3328c7c040b6f10884f64eaaca9cffafa6b649bf3fd16a718b4c4b16740165b9

Aliases

arxiv: 2310.11569 · arxiv_version: 2310.11569v2 · doi: 10.48550/arxiv.2310.11569 · pith_short_12: GMUMPQCAW3YQ · pith_short_16: GMUMPQCAW3YQRBHW · pith_short_8: GMUMPQCA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GMUMPQCAW3YQRBHWJ2VMVHH7V6 \
  | 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: 3328c7c040b6f10884f64eaaca9cffafa6b649bf3fd16a718b4c4b16740165b9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ae983fbaaaeab55a2b345389833a26a069344ac5cebf218470d398b33d16069c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-17T20:30:16Z",
    "title_canon_sha256": "1cb76d4c6b8c8eb0815bbe4c785855d4b5744e5af3caf8d6985992a1b2cba202"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.11569",
    "kind": "arxiv",
    "version": 2
  }
}