Pith Number

pith:J7ACJBQC

pith:2021:J7ACJBQCTMZFW7YABY3AXZNG3V

not attested not anchored not stored refs pending

InFlow: Robust outlier detection utilizing Normalizing Flows

Michael Bussmann, Michael Hecht, Nico Hoffmann, Nishant Kumar, Pia Hanfeld, Stefan Gumhold

arxiv:2106.12894 v2 · 2021-06-10 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J7ACJBQCTMZFW7YABY3AXZNG3V}

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	2026-07-05T03:32:06.026513Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4fc02486029b325b7f000e360be5a6dd74cf8be5ea6eb214827df9ca1ddeb1a1

Aliases

arxiv: 2106.12894 · arxiv_version: 2106.12894v2 · doi: 10.48550/arxiv.2106.12894 · pith_short_12: J7ACJBQCTMZF · pith_short_16: J7ACJBQCTMZFW7YA · pith_short_8: J7ACJBQC

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/J7ACJBQCTMZFW7YABY3AXZNG3V \
  | 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: 4fc02486029b325b7f000e360be5a6dd74cf8be5ea6eb214827df9ca1ddeb1a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "580009074d6caefeb145f95b80d190e90580a7157556cb1f797ee67bd0a4ab0e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-10T08:42:50Z",
    "title_canon_sha256": "3d708c7bcfff4d5d92cf3314ed53ef273ea017f62229752a3ec3f177cbe2933d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.12894",
    "kind": "arxiv",
    "version": 2
  }
}