Pith Number

pith:O73NI5ZO

pith:2024:O73NI5ZOSMZVDENQU373M7V4QD

not attested not anchored not stored refs pending

Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD

Do Young Eun, Jie Hu, Yi-Ting Ma

arxiv:2409.17499 v2 · 2024-09-26 · cs.LG · 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{O73NI5ZOSMZVDENQU373M7V4QD}

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.

Receipt and verification

First computed	2026-07-05T09:27:25.017178Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77f6d4772e93335191b0a6ffb67ebc80f3f6791a537d557e1e2c15d5b0691a7a

Aliases

arxiv: 2409.17499 · arxiv_version: 2409.17499v2 · doi: 10.48550/arxiv.2409.17499 · pith_short_12: O73NI5ZOSMZV · pith_short_16: O73NI5ZOSMZVDENQ · pith_short_8: O73NI5ZO

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/O73NI5ZOSMZVDENQU373M7V4QD \
  | 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: 77f6d4772e93335191b0a6ffb67ebc80f3f6791a537d557e1e2c15d5b0691a7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0759fcb5e0c3d0fc3497c522a7b96c50de9cd1b5eec48eac484325d061fb6eeb",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-26T03:12:20Z",
    "title_canon_sha256": "76bef641baa5664da136b641ec480f3ad0f162700d2a764fb318229e9f71aa71"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.17499",
    "kind": "arxiv",
    "version": 2
  }
}