Pith Number

pith:4BOK2OSU

pith:2023:4BOK2OSUIPEL4RDCO6FKDTIQOX

not attested not anchored not stored refs pending

Analyzing the vulnerabilities in SplitFed Learning: Assessing the robustness against Data Poisoning Attacks

Aysha Thahsin Zahir Ismail, Raj Mani Shukla

arxiv:2307.03197 v1 · 2023-07-04 · cs.LG · 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{4BOK2OSUIPEL4RDCO6FKDTIQOX}

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

A Taxonomy of Attacks and Defenses in Split Learning

Receipt and verification

First computed	2026-07-05T06:28:38.988322Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e05cad3a5443c8be4462778aa1cd1075f67fb17d2cfbb73d7b052a0c347563a2

Aliases

arxiv: 2307.03197 · arxiv_version: 2307.03197v1 · doi: 10.48550/arxiv.2307.03197 · pith_short_12: 4BOK2OSUIPEL · pith_short_16: 4BOK2OSUIPEL4RDC · pith_short_8: 4BOK2OSU

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/4BOK2OSUIPEL4RDCO6FKDTIQOX \
  | 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: e05cad3a5443c8be4462778aa1cd1075f67fb17d2cfbb73d7b052a0c347563a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7821849157c55c255484ebef9cc30e81d5d4104acd19a0c846772fabd33b4319",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-04T00:37:12Z",
    "title_canon_sha256": "c869d05c00daa875f2d7eabe2397d3f08d56e65ece25b8f16440b2a381654e50"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.03197",
    "kind": "arxiv",
    "version": 1
  }
}