pith. sign in
Pith Number

pith:656VGHTC

pith:2023:656VGHTCJY3N5XVCKTISDE6QYM
not attested not anchored not stored refs pending

Change Management using Generative Modeling on Digital Twins

Anantaa Kotal, Anupam Joshi, Daniel Roseberry, Nilanjana Das

arxiv:2309.12421 v1 · 2023-09-21 · cs.CR · cs.LG · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{656VGHTCJY3N5XVCKTISDE6QYM}

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 2026-07-05T06:53:12.384178Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f77d531e624e36dedea254d12193d0c31904b5ecb2b4d7e6795002c2de1ceba3

Aliases

arxiv: 2309.12421 · arxiv_version: 2309.12421v1 · doi: 10.48550/arxiv.2309.12421 · pith_short_12: 656VGHTCJY3N · pith_short_16: 656VGHTCJY3N5XVC · pith_short_8: 656VGHTC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/656VGHTCJY3N5XVCKTISDE6QYM \
  | 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: f77d531e624e36dedea254d12193d0c31904b5ecb2b4d7e6795002c2de1ceba3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ffc37da97c048cf8eb1b4fd5b5e9c51b37a95890414d540cf68d28070a5e10e7",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-09-21T18:43:28Z",
    "title_canon_sha256": "e9d234bb897aa988bad13268a6fee0021eab37a452163806e40ad86939f84490"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.12421",
    "kind": "arxiv",
    "version": 1
  }
}