Pith Number

pith:SVQDZ3RW

pith:2025:SVQDZ3RWBF6P5ZMVXFHBHKKMRE

not attested not anchored not stored refs pending

Learning In Chaos: Efficient Autoscaling and Self-Healing for Multi-Party Distributed Training

Gang Sun, Hongfang Yu, Long Luo, Mohsen Guizani, Qirong Ho, Rongxing Xiao, Steve Liu, Wenjiao Feng, Zonghang Li

arxiv:2505.12815 v2 · 2025-05-19 · cs.DC · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SVQDZ3RWBF6P5ZMVXFHBHKKMRE}

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

Toward Edge General Intelligence with Multiple-Large Language Model (Multi-LLM): Architecture, Trust, and Orchestration

Receipt and verification

First computed	2026-07-05T12:11:17.976725Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95603cee36097cfee595b94e13a94c89009bd31445b446107b446297746de5c6

Aliases

arxiv: 2505.12815 · arxiv_version: 2505.12815v2 · doi: 10.48550/arxiv.2505.12815 · pith_short_12: SVQDZ3RWBF6P · pith_short_16: SVQDZ3RWBF6P5ZMV · pith_short_8: SVQDZ3RW

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/SVQDZ3RWBF6P5ZMVXFHBHKKMRE \
  | 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: 95603cee36097cfee595b94e13a94c89009bd31445b446107b446297746de5c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70211e7945f4ee7dff53fde7f2c5d47973861633ff482690ed8a85155b41e757",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-05-19T07:52:17Z",
    "title_canon_sha256": "d1f3c90fd53f02e15d77c57af1c41356f1ee50ced82f399d0e7edfd762709f9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12815",
    "kind": "arxiv",
    "version": 2
  }
}