Pith Number

pith:4YWEV3FQ

pith:2024:4YWEV3FQFHDIIRARG23FSTELN5

not attested not anchored not stored refs pending

Confidential Federated Computations

Adria Gascon, Albert Cheu, Brendan McMahan, Brett McLarnon, Daniel Ramage, Dzmitry Huba, Hubert Eichner, Kallista Bonawitz, Katharine Daly, Marco Gruteser, Nova Fallen, Peter Kairouz, Timon Van Overveldt, Tiziano Santoro

arxiv:2404.10764 v2 · 2024-04-16 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4YWEV3FQFHDIIRARG23FSTELN5}

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

4 papers in Pith

DIST-FL: Enhancing Security for TEE-based Aggregation in Federated Learning

Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries

Response-Conditioned Parallel-to-Sequential Orchestration for Multi-Agent Systems

Blueprint, Bootstrap, and Bridge: A Security Look at NVIDIA GPU Confidential Computing

Receipt and verification

First computed	2026-07-05T10:22:45.453207Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e62c4aecb029c684441136b6594c8b6f708e7e3107d2bbfb81e44a75b99a29e9

Aliases

arxiv: 2404.10764 · arxiv_version: 2404.10764v2 · doi: 10.48550/arxiv.2404.10764 · pith_short_12: 4YWEV3FQFHDI · pith_short_16: 4YWEV3FQFHDIIRAR · pith_short_8: 4YWEV3FQ

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/4YWEV3FQFHDIIRARG23FSTELN5 \
  | 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: e62c4aecb029c684441136b6594c8b6f708e7e3107d2bbfb81e44a75b99a29e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "598e17b4373f36e1b8222afb9f3bb2e9bbcaa2d2c3f311ae27a49f25af21bc99",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-04-16T17:47:27Z",
    "title_canon_sha256": "53eea8ec538f58dfdb8501474dd2a38fa799be7d14182803b4221e3a54213d60"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.10764",
    "kind": "arxiv",
    "version": 2
  }
}