Pith Number

pith:67UAAU7H

pith:2025:67UAAU7HI4HMLUKW5T4GOS4MIX

not attested not anchored not stored refs pending

Cost-Efficient LLM Training with Lifetime-Aware Tensor Offloading via GPUDirect Storage

Apoorve Mohan, Haoyang Zhang, I-Hsin Chung, Jian Huang, Seetharami Seelam, Yirui Eric Zhou, Ziqi Yuan

arxiv:2506.06472 v1 · 2025-06-06 · cs.DC · cs.AI · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{67UAAU7HI4HMLUKW5T4GOS4MIX}

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	2026-07-05T11:17:50.770039Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7e80053e7470ec5d156ecf8674b8c45c4c973db538b9656142fde84f4a1eaa4

Aliases

arxiv: 2506.06472 · arxiv_version: 2506.06472v1 · doi: 10.48550/arxiv.2506.06472 · pith_short_12: 67UAAU7HI4HM · pith_short_16: 67UAAU7HI4HMLUKW · pith_short_8: 67UAAU7H

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/67UAAU7HI4HMLUKW5T4GOS4MIX \
  | 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: f7e80053e7470ec5d156ecf8674b8c45c4c973db538b9656142fde84f4a1eaa4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ccfce2b50b3032ee8ba847e3699730bd87d2d130f2c87664b8af507d764ecea7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-06-06T18:57:20Z",
    "title_canon_sha256": "6f146f65b095ae43237a9d6c4b07f32d5d4590c570101f9ac64e80de4042a1c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.06472",
    "kind": "arxiv",
    "version": 1
  }
}