Pith Number

pith:J7HZYIXI

pith:2025:J7HZYIXIKY65R6C2UF5B2KPILI

not attested not anchored not stored refs pending

Flotilla: A scalable, modular and resilient federated learning framework for heterogeneous resources

Chunduru Sri Abhijit, Harsha Varun Marisetty, Jinal Vyas, Manik Gupta, Prince Modi, Roopkatha Banerjee, Tejus Chandrashekar, Yogesh Simmhan

arxiv:2507.02295 v1 · 2025-07-03 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J7HZYIXIKY65R6C2UF5B2KPILI}

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	2026-07-05T11:31:15.382204Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4fcf9c22e8563dd8f85aa17a1d29e85a1a5aaffda01d8fdfd90eb9a653a28b84

Aliases

arxiv: 2507.02295 · arxiv_version: 2507.02295v1 · doi: 10.48550/arxiv.2507.02295 · pith_short_12: J7HZYIXIKY65 · pith_short_16: J7HZYIXIKY65R6C2 · pith_short_8: J7HZYIXI

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/J7HZYIXIKY65R6C2UF5B2KPILI \
  | 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: 4fcf9c22e8563dd8f85aa17a1d29e85a1a5aaffda01d8fdfd90eb9a653a28b84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c50c708a15999e6f5e27f4c48032eecd511da0fbfe76b5dc0a445ea68694797c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-07-03T04:07:40Z",
    "title_canon_sha256": "25020d11019599c98883491cce39c24ebda3257c0193c2dad0b5a5cfddc8819c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02295",
    "kind": "arxiv",
    "version": 1
  }
}