Pith Number

pith:LLLXPTEQ

pith:2025:LLLXPTEQL2JVX4JD5TIRXQ6BQH

not attested not anchored not stored refs pending

D3FL: Data Distribution and Detrending for Robust Federated Learning in Non-linear Time-series Data

Harsha Varun Marisetty, Manik Gupta, Yogesh Simmhan

arxiv:2507.11471 v1 · 2025-07-15 · cs.LG · 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{LLLXPTEQL2JVX4JD5TIRXQ6BQH}

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	2026-07-05T11:37:39.796416Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ad777cc905e935bf123ecd11bc3c181ec9a76798f7f808f1afb609d24411c2e

Aliases

arxiv: 2507.11471 · arxiv_version: 2507.11471v1 · doi: 10.48550/arxiv.2507.11471 · pith_short_12: LLLXPTEQL2JV · pith_short_16: LLLXPTEQL2JVX4JD · pith_short_8: LLLXPTEQ

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/LLLXPTEQL2JVX4JD5TIRXQ6BQH \
  | 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: 5ad777cc905e935bf123ecd11bc3c181ec9a76798f7f808f1afb609d24411c2e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89ded8ad4b5bbd3f9a60e0c36af473fdec264a8aa48337a47b04f08f9de3d752",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-15T16:41:31Z",
    "title_canon_sha256": "cd0d2664db7acf9334f3cad5d1108c8bb11e45dac29bd2a5ab9f5a0f79a36b9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.11471",
    "kind": "arxiv",
    "version": 1
  }
}