Pith Number

pith:JC5GTXBG

pith:2018:JC5GTXBGYUFX2KWAOTPUAEFTQQ

not attested not anchored not stored refs pending

TFLMS: Large Model Support in TensorFlow by Graph Rewriting

Haruki Imai, Kiyokuni Kawachiya, Tung D. Le, Yasushi Negishi

arxiv:1807.02037 v2 · 2018-07-05 · cs.LG · cs.AI · 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{JC5GTXBGYUFX2KWAOTPUAEFTQQ}

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

ProTrain: Efficient LLM Training via Memory-Aware Techniques

Receipt and verification

First computed	2026-07-05T00:09:12.853171Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48ba69dc26c50b7d2ac074df4010b384146795e21d091eac6a261a344e1a2a14

Aliases

arxiv: 1807.02037 · arxiv_version: 1807.02037v2 · doi: 10.48550/arxiv.1807.02037 · pith_short_12: JC5GTXBGYUFX · pith_short_16: JC5GTXBGYUFX2KWA · pith_short_8: JC5GTXBG

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/JC5GTXBGYUFX2KWAOTPUAEFTQQ \
  | 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: 48ba69dc26c50b7d2ac074df4010b384146795e21d091eac6a261a344e1a2a14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06d5cc40320aa211f760bcaf734137a1a236306eb964d16ade6b540c81cd0cda",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-05T14:56:39Z",
    "title_canon_sha256": "920cfd8e04c5c6247e05f116c0ada12c7033490056f99c9c8f5a9f6f978bb898"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.02037",
    "kind": "arxiv",
    "version": 2
  }
}