Pith Number

pith:VXBUWOUP

pith:2022:VXBUWOUPSLHJCUAQ3SCUAPWZKI

not attested not anchored not stored refs pending

Improving Robustness against Real-World and Worst-Case Distribution Shifts through Decision Region Quantification

An Nguyen, Bj\"orn Eskofier, Dario Zanca, Doina Precup, Falk Pulsmeyer, Leon Bungert, Leo Schwinn, Ren\'e Raab

arxiv:2205.09619 v1 · 2022-05-19 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VXBUWOUPSLHJCUAQ3SCUAPWZKI}

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	2026-07-05T04:24:46.763976Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

adc34b3a8f92ce915010dc85403ed952373a81fd3c6a4959b68feffff509246a

Aliases

arxiv: 2205.09619 · arxiv_version: 2205.09619v1 · doi: 10.48550/arxiv.2205.09619 · pith_short_12: VXBUWOUPSLHJ · pith_short_16: VXBUWOUPSLHJCUAQ · pith_short_8: VXBUWOUP

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/VXBUWOUPSLHJCUAQ3SCUAPWZKI \
  | 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: adc34b3a8f92ce915010dc85403ed952373a81fd3c6a4959b68feffff509246a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1e0965575eb01dcfb3bf6d21728ca60d61723ac91e97feecda659a9160e4c05",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-19T15:25:55Z",
    "title_canon_sha256": "bcbdd20c5095696a967bd89dbd91180bde1461a04c3245680be4e5091976f5ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.09619",
    "kind": "arxiv",
    "version": 1
  }
}