Pith Number

pith:IIEMC37V

pith:2023:IIEMC37VP3BX5QN6RYNVLHVYAV

not attested not anchored not stored refs pending

On the Privacy-Robustness-Utility Trilemma in Distributed Learning

John Stephan, Nirupam Gupta, Rachid Guerraoui, Rafael Pinot, Youssef Allouah

arxiv:2302.04787 v2 · 2023-02-09 · cs.LG · 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{IIEMC37VP3BX5QN6RYNVLHVYAV}

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.

Receipt and verification

First computed	2026-07-05T06:14:40.595786Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4208c16ff57ec37ec1be8e1b559eb80558a0c06c97c8dd6cfcbd54a8226e2566

Aliases

arxiv: 2302.04787 · arxiv_version: 2302.04787v2 · doi: 10.48550/arxiv.2302.04787 · pith_short_12: IIEMC37VP3BX · pith_short_16: IIEMC37VP3BX5QN6 · pith_short_8: IIEMC37V

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/IIEMC37VP3BX5QN6RYNVLHVYAV \
  | 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: 4208c16ff57ec37ec1be8e1b559eb80558a0c06c97c8dd6cfcbd54a8226e2566

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c5e8ab03287ed3323efe4325966ff8e63da8a882587fa1a3620e678f5d2b384",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-09T17:24:18Z",
    "title_canon_sha256": "c90a9f603b33248e186977a410ad82683cea69548751885bd94fc5dd5351e75b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.04787",
    "kind": "arxiv",
    "version": 2
  }
}