Pith Number

pith:543KXDLR

pith:2024:543KXDLRNBYMQG72ZBH2CMKSB2

not attested not anchored not stored refs pending

MEMO: Fine-grained Tensor Management For Ultra-long Context LLM Training

Bin Cui, Dian Jiao, Fangcheng Fu, Fang Yang, Hailin Zhang, Jinbao Xue, Pinxue Zhao, Qibin Liu, Shuaipeng Li, Xiaonan Nie, Yangyu Tao, Yuanbo Peng

arxiv:2407.12117 v3 · 2024-07-16 · cs.LG · 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{543KXDLRNBYMQG72ZBH2CMKSB2}

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

Memory Offloading for Large Language Model Inference with Latency SLO Guarantees

Receipt and verification

First computed	2026-07-05T10:01:14.826090Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef36ab8d716870c81bfac84fa131520eaa34adbd8e9db72b4f20bb06133046f7

Aliases

arxiv: 2407.12117 · arxiv_version: 2407.12117v3 · doi: 10.48550/arxiv.2407.12117 · pith_short_12: 543KXDLRNBYM · pith_short_16: 543KXDLRNBYMQG72 · pith_short_8: 543KXDLR

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/543KXDLRNBYMQG72ZBH2CMKSB2 \
  | 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: ef36ab8d716870c81bfac84fa131520eaa34adbd8e9db72b4f20bb06133046f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f97bd8c18c10232162319a68b0bd62af80aa6d87c20d2632f88df35a2f306243",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-16T18:59:49Z",
    "title_canon_sha256": "282e5f83685a8add00f8463ee34dec45a6527427b32aa01ac0059b37b60103fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.12117",
    "kind": "arxiv",
    "version": 3
  }
}