Pith Number

pith:AU5E33DS

pith:2025:AU5E33DSJE3QGAUXSCGY7Z5YVF

not attested not anchored not stored refs pending

The Dark Side of Digital Twins: Adversarial Attacks on AI-Driven Water Forecasting

Andres Caro, Mohammadhossein Homaei, Oscar Mogollon-Gutierrez, Victor Gonzalez Morales

arxiv:2504.20295 v1 · 2025-04-28 · 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{AU5E33DSJE3QGAUXSCGY7Z5YVF}

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	2026-07-05T10:55:40.127501Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

053a4dec724937030297908d8fe7b8a940231515141bb54cc73bcbf16f75356b

Aliases

arxiv: 2504.20295 · arxiv_version: 2504.20295v1 · doi: 10.48550/arxiv.2504.20295 · pith_short_12: AU5E33DSJE3Q · pith_short_16: AU5E33DSJE3QGAUX · pith_short_8: AU5E33DS

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/AU5E33DSJE3QGAUXSCGY7Z5YVF \
  | 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: 053a4dec724937030297908d8fe7b8a940231515141bb54cc73bcbf16f75356b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c1a3863e2fade7409638783151ee6e1e2b82341e1779e3aed64723274c47d57",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-28T22:34:11Z",
    "title_canon_sha256": "a8971988a95f9c38056c83f12c85f02a38e2781e881c3b97e62e36935d16aaa7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.20295",
    "kind": "arxiv",
    "version": 1
  }
}