Pith Number

pith:SIZHCIGH

pith:2024:SIZHCIGHLXDDMJ2IHQU46GNHMP

not attested not anchored not stored refs pending

A survey on secure decentralized optimization and learning

Changxin Liu, Karl H. Johansson, Nicola Bastianello, Wei Huo, Yang Shi

arxiv:2408.08628 v1 · 2024-08-16 · cs.LG · 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{SIZHCIGHLXDDMJ2IHQU46GNHMP}

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

3 papers in Pith

Dangerous Liaisons of Convex Learning and Non-Affine Aggregation

Communication-Efficient Distributed Learning with Differential Privacy

Byzantine-Resilient Consensus via Active Reputation Learning

Receipt and verification

First computed	2026-07-05T08:56:06.945783Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92327120c75dc63627483c29cf19a763fa5581730e116285ee56dc798284dd45

Aliases

arxiv: 2408.08628 · arxiv_version: 2408.08628v1 · doi: 10.48550/arxiv.2408.08628 · pith_short_12: SIZHCIGHLXDD · pith_short_16: SIZHCIGHLXDDMJ2I · pith_short_8: SIZHCIGH

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/SIZHCIGHLXDDMJ2IHQU46GNHMP \
  | 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: 92327120c75dc63627483c29cf19a763fa5581730e116285ee56dc798284dd45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97fee3cd4eddd4b8dd64e0e74013d868cf8d40a82264a13a6376d7550bbbb006",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-16T09:42:19Z",
    "title_canon_sha256": "25e3579a59f78aa73d97bc8cb2dfb45b98b41737ba00584ac798937dd684df1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.08628",
    "kind": "arxiv",
    "version": 1
  }
}