Pith Number

pith:2J5S5OGX

pith:2022:2J5S5OGXM3BO6Z6RW5FWSFAEQ2

not attested not anchored not stored refs pending

Bamboo: Making Preemptible Instances Resilient for Affordable Training of Large DNNs

Guoqing Harry Xu, John Thorpe, Jonathan Eyolfson, Minjia Zhang, Pengzhan Zhao, Ravi Netravali, Yifan Qiao, Zhihao Jia

arxiv:2204.12013 v1 · 2022-04-26 · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2J5S5OGXM3BO6Z6RW5FWSFAEQ2}

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

DeadPool: Resilient LLM Training with Hot-Swapping via Zero-Overhead Checkpoint

Receipt and verification

First computed	2026-07-05T04:17:43.556075Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d27b2eb8d766c2ef67d1b74b69140486ab644f924eb12f692dfaceea9f20f82f

Aliases

arxiv: 2204.12013 · arxiv_version: 2204.12013v1 · doi: 10.48550/arxiv.2204.12013 · pith_short_12: 2J5S5OGXM3BO · pith_short_16: 2J5S5OGXM3BO6Z6R · pith_short_8: 2J5S5OGX

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/2J5S5OGXM3BO6Z6RW5FWSFAEQ2 \
  | 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: d27b2eb8d766c2ef67d1b74b69140486ab644f924eb12f692dfaceea9f20f82f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2864d5619d46d6621247218af5a6ec65560b19083041dafb5a6b78e3f44b9fcd",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2022-04-26T00:40:40Z",
    "title_canon_sha256": "bdafbd46292224c1ae1e93a83f3d8ad04dd40b792c195419e161f1f4844d6d07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.12013",
    "kind": "arxiv",
    "version": 1
  }
}