Pith Number

pith:KMVAPUYD

pith:2022:KMVAPUYDMOK2XDULILSP73TGJD

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:2206.07940 v4 · 2022-06-16 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KMVAPUYDMOK2XDULILSP73TGJD}

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

1 paper in Pith

Hierarchical Forecast Reconciliation on Networks: A Network Flow Optimization Formulation

Receipt and verification

First computed	2026-07-05T07:02:25.172506Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

532a07d3036395ab8e8b42e4ffee6648f5cd06ac2e6f04a4cd8ee902a235f011

Aliases

arxiv: 2206.07940 · arxiv_version: 2206.07940v4 · doi: 10.48550/arxiv.2206.07940 · pith_short_12: KMVAPUYDMOK2 · pith_short_16: KMVAPUYDMOK2XDUL · pith_short_8: KMVAPUYD

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/KMVAPUYDMOK2XDULILSP73TGJD \
  | 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: 532a07d3036395ab8e8b42e4ffee6648f5cd06ac2e6f04a4cd8ee902a235f011

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": "2022-06-16T06:13:53Z",
    "title_canon_sha256": "1cb76d4c6b8c8eb0815bbe4c785855d4b5744e5af3caf8d6985992a1b2cba202"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.07940",
    "kind": "arxiv",
    "version": 4
  }
}