Pith Number

pith:ZLH57TO5

pith:2021:ZLH57TO5PN4CU4SX3OG3W3GA5C

not attested not anchored not stored refs pending

Byzantine-Robust and Privacy-Preserving Framework for FedML

Chuan Guo, Hanieh Hashemi, Murali Annavaram, Yongqin Wang

arxiv:2105.02295 v1 · 2021-05-05 · cs.CR · cs.AR · 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{ZLH57TO5PN4CU4SX3OG3W3GA5C}

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

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

Receipt and verification

First computed	2026-07-05T02:38:00.062518Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cacfdfcddd7b782a7257db8dbb6cc0e8af2dbb1df3b2fadbb52c05c8d2d0ab98

Aliases

arxiv: 2105.02295 · arxiv_version: 2105.02295v1 · doi: 10.48550/arxiv.2105.02295 · pith_short_12: ZLH57TO5PN4C · pith_short_16: ZLH57TO5PN4CU4SX · pith_short_8: ZLH57TO5

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/ZLH57TO5PN4CU4SX3OG3W3GA5C \
  | 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: cacfdfcddd7b782a7257db8dbb6cc0e8af2dbb1df3b2fadbb52c05c8d2d0ab98

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34a415fe0317c5bc9da379e06ee1a686fc03764cbea1a968e9b8867fbe4ad064",
    "cross_cats_sorted": [
      "cs.AR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-05-05T19:36:21Z",
    "title_canon_sha256": "a5f0ffb35f2de96ae2ba78d41ded254ea63b1c0b8313a9f76c581214570b76af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.02295",
    "kind": "arxiv",
    "version": 1
  }
}