Pith Number

pith:TJFW2D4B

pith:2025:TJFW2D4BDWPL5LX2YZDZIK3Y4Z

not attested not anchored not stored refs pending

Experimentally validated quantum-secure federated learning over a multi-user quantum network

Hao-Wen Liu, Hua-Lei Yin, Jian-Yu Shen, Xiao-Ran Sun, Xiao-Yu Cao, Yu Bao, Yu-Shuo Lu, Zeng-Bing Chen, Zhi-Ping Liu

arxiv:2501.12709 v2 · 2025-01-22 · quant-ph · cs.AI · cs.CR · 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{TJFW2D4BDWPL5LX2YZDZIK3Y4Z}

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.

Cited by

2 papers in Pith

Experimentally validated quantum-secure federated learning over a multi-user quantum network

AdeptHEQ-FL: Adaptive Homomorphic Encryption for Federated Learning of Hybrid Classical-Quantum Models with Dynamic Layer Sparing

Receipt and verification

First computed	2026-05-20T00:02:48.098881Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a4b6d0f811d9ebeaefac647942b78e659514d6efc529457995c8b21a2025cf4

Aliases

arxiv: 2501.12709 · arxiv_version: 2501.12709v2 · doi: 10.48550/arxiv.2501.12709 · pith_short_12: TJFW2D4BDWPL · pith_short_16: TJFW2D4BDWPL5LX2 · pith_short_8: TJFW2D4B

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/TJFW2D4BDWPL5LX2YZDZIK3Y4Z \
  | 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: 9a4b6d0f811d9ebeaefac647942b78e659514d6efc529457995c8b21a2025cf4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ee221a4c4fcf9ec5f4fc932d410bb041d3770bd7b6f86bbb018d9bf68afa922",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "quant-ph",
    "submitted_at": "2025-01-22T08:28:11Z",
    "title_canon_sha256": "9bd5fe55c7467a3eafb1e1c9c47d73955de2fc41440e468728bf2b9e00cc4e1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12709",
    "kind": "arxiv",
    "version": 2
  }
}