Pith Number

pith:GUAAU2JQ

pith:2024:GUAAU2JQVRX6H3U3IFB52VYAAJ

not attested not anchored not stored refs pending

LLMem: Estimating GPU Memory Usage for Fine-Tuning Pre-Trained LLMs

Lokesh Gupta, Sangtae Ha, Seyeon Kim, Taeho Kim, Vatshank Chaturvedi, Yanming Wang, Yongin Kwon

arxiv:2404.10933 v1 · 2024-04-16 · cs.AI · cs.CL · 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{GUAAU2JQVRX6H3U3IFB52VYAAJ}

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

2 papers in Pith

GPU Memory and Utilization Estimation for Training-Aware Resource Management: Opportunities and Limitations

CuraView: A Multi-Agent Framework for Medical Hallucination Detection with GraphRAG-Enhanced Knowledge Verification

Receipt and verification

First computed	2026-07-05T08:09:00.940912Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35000a6930ac6fe3ee9b4143dd5700024690e2d0be804219aa1fce9baa57925e

Aliases

arxiv: 2404.10933 · arxiv_version: 2404.10933v1 · doi: 10.48550/arxiv.2404.10933 · pith_short_12: GUAAU2JQVRX6 · pith_short_16: GUAAU2JQVRX6H3U3 · pith_short_8: GUAAU2JQ

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/GUAAU2JQVRX6H3U3IFB52VYAAJ \
  | 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: 35000a6930ac6fe3ee9b4143dd5700024690e2d0be804219aa1fce9baa57925e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b5d9d8af1d47488cd9cf271d2add91d4d095bcb897b86515f06a00fbab38a2fe",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-04-16T22:11:35Z",
    "title_canon_sha256": "17a7a0bb7fb434b931c3f254a92a976446d68cd160a430837aaf30d01561d356"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.10933",
    "kind": "arxiv",
    "version": 1
  }
}