Pith Number

pith:PG63U4G3

pith:2025:PG63U4G3VDHHZAFY4I3XRABVKI

not attested not anchored not stored refs pending

Denoising and Adaptive Online Vertical Federated Learning for Sequential Multi-Sensor Data in Industrial Internet of Things

Fangming Liu, Heqiang Wang, Kang Liu, Weizhe Zhang, Xiaoxiong Zhong

arxiv:2501.01693 v1 · 2025-01-03 · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PG63U4G3VDHHZAFY4I3XRABVKI}

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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.

Cited by

1 paper in Pith

MTF-Grasp: A Multi-tier Federated Learning Approach for Robotic Grasping

Receipt and verification

First computed	2026-07-05T09:56:39.584626Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79bdba70dba8ce7c80b8e237788035521bb74175fa9754c87aabfca762b4b71f

Aliases

arxiv: 2501.01693 · arxiv_version: 2501.01693v1 · doi: 10.48550/arxiv.2501.01693 · pith_short_12: PG63U4G3VDHH · pith_short_16: PG63U4G3VDHHZAFY · pith_short_8: PG63U4G3

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/PG63U4G3VDHHZAFY4I3XRABVKI \
  | 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: 79bdba70dba8ce7c80b8e237788035521bb74175fa9754c87aabfca762b4b71f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2891c2b0a3f2dc5b25553a2c67de170bd05865949908c54a21a9ec4ac937014",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-03T08:22:15Z",
    "title_canon_sha256": "299b9bb76b6a51f3a0b68716437dfb1e9eb40e7538319723d28ef6b5d1befbbf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01693",
    "kind": "arxiv",
    "version": 1
  }
}