Pith Number

pith:N2ASTF4Q

pith:2025:N2ASTF4QYUBIBVLXGSSFBZGA3Z

not attested not anchored not stored refs pending

Federated Learning Inspired Fuzzy Systems: Decentralized Rule Updating for Privacy and Scalable Decision Making

Arthur Alexander Lim (1), Australia (2) Singapore University of Technology, Callaghan, Design, Jovan Bowen Heng (2), Singapore), Tee Hui Teo (2) ((1) The University of Newcastle, Zhen Bin It (2)

arxiv:2507.06652 v1 · 2025-07-09 · 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{N2ASTF4QYUBIBVLXGSSFBZGA3Z}

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	2026-07-05T11:34:20.426493Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e81299790c50280d57734a450e4c0de655972ffc871d88b6233b71f404f2751

Aliases

arxiv: 2507.06652 · arxiv_version: 2507.06652v1 · doi: 10.48550/arxiv.2507.06652 · pith_short_12: N2ASTF4QYUBI · pith_short_16: N2ASTF4QYUBIBVLX · pith_short_8: N2ASTF4Q

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/N2ASTF4QYUBIBVLXGSSFBZGA3Z \
  | 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: 6e81299790c50280d57734a450e4c0de655972ffc871d88b6233b71f404f2751

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45cf61bef9d9aee36b1c4092765baa085a9af137074370e7f7f716d5ad4dda42",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-09T08:34:24Z",
    "title_canon_sha256": "a047edfb0f795d8e4bf2a37ec3eb4e0a32c57272f35bd2158a4083b7ddf297d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.06652",
    "kind": "arxiv",
    "version": 1
  }
}