Pith Number

pith:COPO5K72

pith:2024:COPO5K72LFKIP422K7V25PBSOU

not attested not anchored not stored refs pending

SpecExec: Massively Parallel Speculative Decoding for Interactive LLM Inference on Consumer Devices

Avner May, Beidi Chen, Max Ryabinin, Ruslan Svirschevski, Zhihao Jia, Zhuoming Chen

arxiv:2406.02532 v3 · 2024-06-04 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{COPO5K72LFKIP422K7V25PBSOU}

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

From 2D Grids to 1D Tokens: Reforming Shared Representations for Multimodal Image Fusion

FASER: Fine-Grained Phase Management for Speculative Decoding in Dynamic LLM Serving

Receipt and verification

First computed	2026-07-05T09:42:25.976613Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

139eeeabfa595487f35a57ebaebc327515d57aa358da5a4d125394f7e2afe706

Aliases

arxiv: 2406.02532 · arxiv_version: 2406.02532v3 · doi: 10.48550/arxiv.2406.02532 · pith_short_12: COPO5K72LFKI · pith_short_16: COPO5K72LFKIP422 · pith_short_8: COPO5K72

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/COPO5K72LFKIP422K7V25PBSOU \
  | 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: 139eeeabfa595487f35a57ebaebc327515d57aa358da5a4d125394f7e2afe706

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15e830d680d6ede9466529c271ebf6ff5718db99bd380d01e3066ec2ac952e99",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-04T17:53:36Z",
    "title_canon_sha256": "c5decb4ba72e8b6d280950fb13c3f8cab9114c520c15f0243f68aee75ea1d445"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.02532",
    "kind": "arxiv",
    "version": 3
  }
}