Pith Number

pith:CGXQZXFS

pith:2023:CGXQZXFSNW7MP5FJFM5PLOFTDB

not attested not anchored not stored refs pending

The Synergy of Speculative Decoding and Batching in Serving Large Language Models

Christina Giannoula, Gennady Pekhimenko, Qidong Su

arxiv:2310.18813 v1 · 2023-10-28 · 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{CGXQZXFSNW7MP5FJFM5PLOFTDB}

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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

4 papers in Pith

Sparrow: Sparse Rollout for Stable and Efficient Long-context RL of Large Language Models

Multi-SPIN: Multi-Access Speculative Inference for Cooperative Token Generation at the Edge

When Is a Draft Accepted? A Theory of Acceptance in Speculative Decoding

Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Receipt and verification

First computed	2026-07-05T07:06:41.910969Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11af0cdcb26dbec7f4a92b3af5b8b3186a632b6a823a70f78ebb110aad6d6d2f

Aliases

arxiv: 2310.18813 · arxiv_version: 2310.18813v1 · doi: 10.48550/arxiv.2310.18813 · pith_short_12: CGXQZXFSNW7M · pith_short_16: CGXQZXFSNW7MP5FJ · pith_short_8: CGXQZXFS

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/CGXQZXFSNW7MP5FJFM5PLOFTDB \
  | 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: 11af0cdcb26dbec7f4a92b3af5b8b3186a632b6a823a70f78ebb110aad6d6d2f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38cf249ee3c18e3a9c605f1fee46d48a328edcf9131481f3422231bf3671fab1",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-28T20:36:36Z",
    "title_canon_sha256": "266d29daee87f96c6985eda4ff98114b615494b6dcb02803f485994e024f5c24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.18813",
    "kind": "arxiv",
    "version": 1
  }
}