Pith Number

pith:Q2N7Z3YM

pith:2021:Q2N7Z3YM7YRYATTHZDNOACIEYZ

not attested not anchored not stored refs pending

Amazon SageMaker Model Parallelism: A General and Flexible Framework for Large Model Training

Anirudh Subramanian, Arash Rahnama, Cade Daniel, Can Karakus, Derya Cavdar, Fei Wu, Haohan Chen, Luis Quintela, Rahul Huilgol, Teng Xu

arxiv:2111.05972 v1 · 2021-11-10 · cs.LG · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q2N7Z3YM7YRYATTHZDNOACIEYZ}

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

BloombergGPT: A Large Language Model for Finance

Receipt and verification

First computed	2026-07-05T03:30:56.747492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

869bfcef0cfe23804e67c8dae00904c64b3aef39643f1fa061dc8820b2e5494c

Aliases

arxiv: 2111.05972 · arxiv_version: 2111.05972v1 · doi: 10.48550/arxiv.2111.05972 · pith_short_12: Q2N7Z3YM7YRY · pith_short_16: Q2N7Z3YM7YRYATTH · pith_short_8: Q2N7Z3YM

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/Q2N7Z3YM7YRYATTHZDNOACIEYZ \
  | 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: 869bfcef0cfe23804e67c8dae00904c64b3aef39643f1fa061dc8820b2e5494c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75f19a2172accd0c52cee0d93ec0f79e1bc832c958df02b71d67af30c2f90736",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-10T22:30:21Z",
    "title_canon_sha256": "ba9d98e4316756381aa0694ac129ccace7153ec0b5541a9cc72d727c7453358a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.05972",
    "kind": "arxiv",
    "version": 1
  }
}