Pith Number

pith:2KLKFXL2

pith:2024:2KLKFXL2SGTPAPCGN4LKUD6ZF5

not attested not anchored not stored refs pending

AMUSD: Asynchronous Multi-Device Speculative Decoding for LLM Acceleration

Bradley McDanel

arxiv:2410.17375 v1 · 2024-10-22 · cs.CL · cs.DC · 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{2KLKFXL2SGTPAPCGN4LKUD6ZF5}

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

AsymSpec: Efficient Cloud-Edge Speculative Decoding over Asymmetric Networks

Receipt and verification

First computed	2026-07-05T09:24:21.132894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d296a2dd7a91a6f03c466f16aa0fd92f632baa5591be0b6d5380218e6d316206

Aliases

arxiv: 2410.17375 · arxiv_version: 2410.17375v1 · doi: 10.48550/arxiv.2410.17375 · pith_short_12: 2KLKFXL2SGTP · pith_short_16: 2KLKFXL2SGTPAPCG · pith_short_8: 2KLKFXL2

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/2KLKFXL2SGTPAPCGN4LKUD6ZF5 \
  | 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: d296a2dd7a91a6f03c466f16aa0fd92f632baa5591be0b6d5380218e6d316206

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c4b81685d919bb140cd02bdf4f905e068c226557ded56abb90f1a323aec7d60f",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-22T19:15:35Z",
    "title_canon_sha256": "2da8bbd41ed489467428f013691c79ba3b792978c2b17df64efed85fbbc2debc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17375",
    "kind": "arxiv",
    "version": 1
  }
}