Pith Number

pith:FOPN7PH4

pith:2024:FOPN7PH4ZLF2PXTWFG6M754URW

not attested not anchored not stored refs pending

Dynamic Byzantine-Robust Learning: Adapting to Switching Byzantine Workers

Kfir Y. Levy, Naseem Yehya, Ron Dorfman

arxiv:2402.02951 v2 · 2024-02-05 · cs.LG · cs.DC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FOPN7PH4ZLF2PXTWFG6M754URW}

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

Beyond adaptive gradient: Fast-Controlled Minibatch Algorithm for large-scale optimization

Receipt and verification

First computed	2026-07-05T08:32:35.896119Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b9edfbcfccacba7de7629bccff7948dbf69a53d09726680d3d94886075cc312

Aliases

arxiv: 2402.02951 · arxiv_version: 2402.02951v2 · doi: 10.48550/arxiv.2402.02951 · pith_short_12: FOPN7PH4ZLF2 · pith_short_16: FOPN7PH4ZLF2PXTW · pith_short_8: FOPN7PH4

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/FOPN7PH4ZLF2PXTWFG6M754URW \
  | 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: 2b9edfbcfccacba7de7629bccff7948dbf69a53d09726680d3d94886075cc312

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8385580583a6c41ee8a53ef4fdc25abfabb396b833de6d24e60e1cd5900bd993",
    "cross_cats_sorted": [
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-05T12:26:01Z",
    "title_canon_sha256": "c6c9fdda712a90ecd5b43a097852ef7befe82d2af4fcf8a540f1594e06c8a302"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02951",
    "kind": "arxiv",
    "version": 2
  }
}