Pith Number

pith:AFOTIWE7

pith:2025:AFOTIWE77ZDTZN7II7NKVQFXPK

not attested not anchored not stored refs pending

RepuNet: A Reputation System for Mitigating Malicious Clients in DFL

Alberto Huertas Celdr\'an, Enrique Tom\'as Mart\'inez Beltr\'an, Isaac Marroqui Penalva, Manuel Gil P\'erez

arxiv:2506.19892 v1 · 2025-06-24 · cs.CR · cs.AI · cs.DC · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AFOTIWE77ZDTZN7II7NKVQFXPK}

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

FLARE: Adaptive Multi-Dimensional Reputation for Robust Client Reliability in Federated Learning

\mathsf{VISTA}: Decentralized Machine Learning in Adversary Dominated Environments

Receipt and verification

First computed	2026-07-05T11:26:55.003645Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

015d34589ffe473cb7e847daaac0b77aa7e08902190942ca793b6dbb3a783122

Aliases

arxiv: 2506.19892 · arxiv_version: 2506.19892v1 · doi: 10.48550/arxiv.2506.19892 · pith_short_12: AFOTIWE77ZDT · pith_short_16: AFOTIWE77ZDTZN7I · pith_short_8: AFOTIWE7

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/AFOTIWE77ZDTZN7II7NKVQFXPK \
  | 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: 015d34589ffe473cb7e847daaac0b77aa7e08902190942ca793b6dbb3a783122

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "edd43d724a81ae91b416a32d216f720d87729be6b6cc17961f5119c479d5b662",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.LG",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-06-24T10:46:48Z",
    "title_canon_sha256": "26e09fd239d163e64762ec8dae29e76fd2f1f5b78cd1b71965f4beb98f6753d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.19892",
    "kind": "arxiv",
    "version": 1
  }
}