Pith Number

pith:PSBLC6XC

pith:2020:PSBLC6XCNK4Z4PUPXGE7CG65MJ

not attested not anchored not stored refs pending

Learning from History for Byzantine Robust Optimization

Lie He, Martin Jaggi, Sai Praneeth Karimireddy

arxiv:2012.10333 v3 · 2020-12-18 · cs.LG · cs.DC · math.OC · 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{PSBLC6XCNK4Z4PUPXGE7CG65MJ}

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

Bayesian Robust Aggregation for Federated Learning

Receipt and verification

First computed	2026-07-05T02:52:59.442735Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c82b17ae26ab99e3e8fb989f11bdd62750ba15d730d0a924ffffb8728f159fd

Aliases

arxiv: 2012.10333 · arxiv_version: 2012.10333v3 · doi: 10.48550/arxiv.2012.10333 · pith_short_12: PSBLC6XCNK4Z · pith_short_16: PSBLC6XCNK4Z4PUP · pith_short_8: PSBLC6XC

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/PSBLC6XCNK4Z4PUPXGE7CG65MJ \
  | 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: 7c82b17ae26ab99e3e8fb989f11bdd62750ba15d730d0a924ffffb8728f159fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e75d0ac18759c399c5620a7b04664817d483b9902249dc68c4979bffccdc636",
    "cross_cats_sorted": [
      "cs.DC",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-18T16:22:32Z",
    "title_canon_sha256": "2975320c9874480b77ae47bfd71aa44debecb3b3d631a21a114b39d62dde810a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.10333",
    "kind": "arxiv",
    "version": 3
  }
}