Pith Number

pith:5HFMW6CZ

pith:2025:5HFMW6CZJ7U5S6UJCWUDYKO6JM

not attested not anchored not stored refs pending

Robust Knowledge Distillation in Federated Learning: Counteracting Backdoor Attacks

Antonios Gouglidis, Ebtisaam Alharbi, Leandro Soriano Marcolino, Qiang Ni

arxiv:2502.00587 v2 · 2025-02-01 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5HFMW6CZJ7U5S6UJCWUDYKO6JM}

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

1 paper in Pith

Federated Large Language Models: Feasibility, Robustness, Security and Future Directions

Receipt and verification

First computed	2026-07-05T10:19:37.527671Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9cacb78594fe9d97a8915a83c29de4b0842034c8b8eec239fb1820d9a42467c

Aliases

arxiv: 2502.00587 · arxiv_version: 2502.00587v2 · doi: 10.48550/arxiv.2502.00587 · pith_short_12: 5HFMW6CZJ7U5 · pith_short_16: 5HFMW6CZJ7U5S6UJ · pith_short_8: 5HFMW6CZ

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/5HFMW6CZJ7U5S6UJCWUDYKO6JM \
  | 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: e9cacb78594fe9d97a8915a83c29de4b0842034c8b8eec239fb1820d9a42467c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a69095cff032dd9cd1dad261e1bd57ccd4d217723ea1bb4ad5d4858d02c94ac",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-02-01T22:57:08Z",
    "title_canon_sha256": "52d39d858b427b7452a4c07f5429cb0453bb851d195c1dc4d5d69603bf63d55c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00587",
    "kind": "arxiv",
    "version": 2
  }
}