Pith Number

pith:BWFY5T3U

pith:2023:BWFY5T3U5YYFNGBWAWYMZM6OBW

not attested not anchored not stored refs pending

Robust Distributed Learning: Tight Error Bounds and Breakdown Point under Data Heterogeneity

Geovani Rizk, Nirupam Gupta, Rachid Guerraoui, Rafa\"el Pinot, Youssef Allouah

arxiv:2309.13591 v2 · 2023-09-24 · cs.LG · cs.DC · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BWFY5T3U5YYFNGBWAWYMZM6OBW}

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

FL-CLEANER: byzantine and backdoor defense by CLustering Errors of Activation maps in Non-iid fedErated leaRning

Receipt and verification

First computed	2026-07-05T07:06:34.507144Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d8b8ecf74ee3056983605b0ccb3ce0d888ae5b53628d437f266f8b02204f1be

Aliases

arxiv: 2309.13591 · arxiv_version: 2309.13591v2 · doi: 10.48550/arxiv.2309.13591 · pith_short_12: BWFY5T3U5YYF · pith_short_16: BWFY5T3U5YYFNGBW · pith_short_8: BWFY5T3U

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/BWFY5T3U5YYFNGBWAWYMZM6OBW \
  | 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: 0d8b8ecf74ee3056983605b0ccb3ce0d888ae5b53628d437f266f8b02204f1be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02a78a0d17f1ba6ee7b0599d129c62226df996759853c9bfe59301b3f0ee8617",
    "cross_cats_sorted": [
      "cs.DC",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-24T09:29:28Z",
    "title_canon_sha256": "3c10d19852fa93d665a3806141cb56923d16bcff5c4aacb60afda2eff03cb69f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.13591",
    "kind": "arxiv",
    "version": 2
  }
}