Pith Number

pith:GIOKATMP

pith:2026:GIOKATMP3M6GL7CSRUDVBU6GNC

not attested not anchored not stored refs pending

Large-Scale LLM Inference with Heterogeneous Workloads: Prefill-Decode Contention and Asymptotically Optimal Control

Jiheng Zhang, Ruihan Lin, Zean Han, Zezhen Ding

arxiv:2602.02987 v2 · 2026-02-03 · cs.DC · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GIOKATMP3M6GL7CSRUDVBU6GNC}

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	2026-06-05T01:14:34.249796Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

321ca04d8fdb3c65fc528d0750d3c668a8671e04f813d3f79cfaac8856104d0f

Aliases

arxiv: 2602.02987 · arxiv_version: 2602.02987v2 · doi: 10.48550/arxiv.2602.02987 · pith_short_12: GIOKATMP3M6G · pith_short_16: GIOKATMP3M6GL7CS · pith_short_8: GIOKATMP

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/GIOKATMP3M6GL7CSRUDVBU6GNC \
  | 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: 321ca04d8fdb3c65fc528d0750d3c668a8671e04f813d3f79cfaac8856104d0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c4bd1952e705e13c95e6a83d3a2593979622fa6a252883d8808c216cc66ea76",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2026-02-03T01:47:37Z",
    "title_canon_sha256": "5365ecd1bdc179db4d45051d1a4f22a92728778a969b4c9064b38bce1dbdae38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.02987",
    "kind": "arxiv",
    "version": 2
  }
}