Pith Number

pith:M2MHJIQR

pith:2025:M2MHJIQRGDSQF7B4ZU7VD6FBNY

not attested not anchored not stored refs pending

Queueing, Predictions, and LLMs: Challenges and Open Problems

Michael Mitzenmacher, Rana Shahout

arxiv:2503.07545 v1 · 2025-03-10 · cs.AI · cs.DS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M2MHJIQRGDSQF7B4ZU7VD6FBNY}

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

A Queueing-Theoretic Framework for Stability Analysis of LLM Inference with KV Cache Memory Constraints

Receipt and verification

First computed	2026-07-05T10:28:06.766734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

669874a21130e502fc3ccd3f51f8a16e1b0ccc3fe7926dc9028ebd3cf28297bc

Aliases

arxiv: 2503.07545 · arxiv_version: 2503.07545v1 · doi: 10.48550/arxiv.2503.07545 · pith_short_12: M2MHJIQRGDSQ · pith_short_16: M2MHJIQRGDSQF7B4 · pith_short_8: M2MHJIQR

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/M2MHJIQRGDSQF7B4ZU7VD6FBNY \
  | 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: 669874a21130e502fc3ccd3f51f8a16e1b0ccc3fe7926dc9028ebd3cf28297bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4baba983b4ad58d7bc1671cfe384a7a1e3b78128f4cf023ea4cca11fd338b707",
    "cross_cats_sorted": [
      "cs.DS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-10T17:12:47Z",
    "title_canon_sha256": "a1a76e73e9b563cb77fcc995316cc10931c48b91ee5ae05b2cf9b341166f8f54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.07545",
    "kind": "arxiv",
    "version": 1
  }
}