Pith Number

pith:IRIDTZ3V

pith:2024:IRIDTZ3VDEB44EW3C7HWVKVRGU

not attested not anchored not stored refs pending

Is the GPU Half-Empty or Half-Full? Practical Scheduling Techniques for LLMs

Bruce Fontaine, Daya Khudia, Ferdi Kossmann, Michael Cafarella, Samuel Madden

arxiv:2410.17840 v2 · 2024-10-23 · 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{IRIDTZ3VDEB44EW3C7HWVKVRGU}

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	2026-07-05T10:06:08.734548Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

445039e7751903ce12db17cf6aaab1352aff3f68f728f1194782b958b0129b8d

Aliases

arxiv: 2410.17840 · arxiv_version: 2410.17840v2 · doi: 10.48550/arxiv.2410.17840 · pith_short_12: IRIDTZ3VDEB4 · pith_short_16: IRIDTZ3VDEB44EW3 · pith_short_8: IRIDTZ3V

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/IRIDTZ3VDEB44EW3C7HWVKVRGU \
  | 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: 445039e7751903ce12db17cf6aaab1352aff3f68f728f1194782b958b0129b8d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fab4154fba9b03c6a6d9b4df528d04259737e9a156964edaa6f16bce028290f7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-23T13:05:46Z",
    "title_canon_sha256": "427e63ebc7249b3bc69efe3fbf9bfec46467948c9928e6663e44e7b515b85b10"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17840",
    "kind": "arxiv",
    "version": 2
  }
}