pith. sign in
Pith Number

pith:VVWSIWXS

pith:2026:VVWSIWXSHMUWAJFLHBDSOJFUDM
not attested not anchored not stored refs pending

Causal Intelligence for Constraint-Aware Intervention Design to Induce State Transitions

Dimitris V. Manatakis, Uwe Mueller, Zixuan Song

arxiv:2605.29008 v1 · 2026-05-27 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VVWSIWXSHMUWAJFLHBDSOJFUDM}

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 2026-05-29T01:04:43.353068Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ad6d245af23b296024ab38472724b41b325355bf41461194b428dc82697b0b10

Aliases

arxiv: 2605.29008 · arxiv_version: 2605.29008v1 · doi: 10.48550/arxiv.2605.29008 · pith_short_12: VVWSIWXSHMUW · pith_short_16: VVWSIWXSHMUWAJFL · pith_short_8: VVWSIWXS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VVWSIWXSHMUWAJFLHBDSOJFUDM \
  | 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: ad6d245af23b296024ab38472724b41b325355bf41461194b428dc82697b0b10
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c8f5b079da108e57b4fa2a7ca85430c59b6a6fa25aba561c8c8672dfe14e9197",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-27T19:04:28Z",
    "title_canon_sha256": "8a4ede6612ee5a7c3cf72f88dfbcb63b74274ee1d89614ee4bf0b27784ac05f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.29008",
    "kind": "arxiv",
    "version": 1
  }
}