Pith Number

pith:YMCDWXJW

pith:2026:YMCDWXJWGXEV2GTD2HB64BBRTZ

not attested not anchored not stored refs pending

Every Client Is an Environment: Federated De-confounding for Spatio-Temporal Forecasting

Anqi Liang, Heng Wang, Qingxiang Liu, Yuxuan Liang

arxiv:2607.24218 v1 · 2026-07-27 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YMCDWXJWGXEV2GTD2HB64BBRTZ}

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	2026-07-28T02:23:51.622341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3043b5d3635c95d1a63d1c3ee04319e51515ac8be08fb2dc5a14279522baf16

Aliases

arxiv: 2607.24218 · arxiv_version: 2607.24218v1 · doi: 10.48550/arxiv.2607.24218 · pith_short_12: YMCDWXJWGXEV · pith_short_16: YMCDWXJWGXEV2GTD · pith_short_8: YMCDWXJW

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/YMCDWXJWGXEV2GTD2HB64BBRTZ \
  | 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: c3043b5d3635c95d1a63d1c3ee04319e51515ac8be08fb2dc5a14279522baf16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1927a767af13cb696e395f72f40bda603152267d359180bc1bb267129a57bef6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-27T09:50:08Z",
    "title_canon_sha256": "61b8f6d3ec4bd30bb47f523cdd7a49e385f9c34abe08ef4675ddce1c86663af1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.24218",
    "kind": "arxiv",
    "version": 1
  }
}