Pith Number

pith:KQIF4PUE

pith:2022:KQIF4PUEXEMUX6F7ST4P7M3QEZ

not attested not anchored not stored refs pending

StaDRe and StaDRo: Reliability and Robustness Estimation of ML-based Forecasting using Statistical Distance Measures

Akshatha Ambekar, Daniel Schneider, Ioannis Sorokos, Koorosh Aslansefat, Mohammed Naveed Akram

arxiv:2206.11116 v1 · 2022-06-17 · 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{KQIF4PUEXEMUX6F7ST4P7M3QEZ}

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	2026-07-05T04:34:09.050051Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54105e3e84b9194bf8bf94f8ffb37026546dd53ed78da820640feee0a81caf34

Aliases

arxiv: 2206.11116 · arxiv_version: 2206.11116v1 · doi: 10.48550/arxiv.2206.11116 · pith_short_12: KQIF4PUEXEMU · pith_short_16: KQIF4PUEXEMUX6F7 · pith_short_8: KQIF4PUE

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/KQIF4PUEXEMUX6F7ST4P7M3QEZ \
  | 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: 54105e3e84b9194bf8bf94f8ffb37026546dd53ed78da820640feee0a81caf34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbd92103dcbae59cb6ebd6e6f3d2e92492c0364627407153a3b5ce7ce7e28898",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-17T19:52:48Z",
    "title_canon_sha256": "89140afe41cfa5691ff3d36d85f955272a3dfed6bd70f3cf4d6b464b072d2a95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.11116",
    "kind": "arxiv",
    "version": 1
  }
}