Pith Number

pith:NM3GVWSF

pith:2024:NM3GVWSFEVNJ2BKP4PWPYTBSPI

not attested not anchored not stored refs pending

SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration

Cunxiao Du, Heming Xia, Jun Zhang, Wenjie Li, Yongqi Li

arxiv:2410.06916 v2 · 2024-10-09 · 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{NM3GVWSFEVNJ2BKP4PWPYTBSPI}

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

9 papers in Pith

Cassandra: Enabling Reasoning LLMs at Edge via Self-Speculative Decoding

Dynamic Execution Commitment of Vision-Language-Action Models

Depth Exploration for LLM Decoding

Dynamic Execution Commitment of Vision-Language-Action Models

Receipt and verification

First computed	2026-07-05T10:25:11.518283Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b366ada45255a9d054fe3ecfc4c327a0833871384b1ba57ac9cfb583e41513a

Aliases

arxiv: 2410.06916 · arxiv_version: 2410.06916v2 · doi: 10.48550/arxiv.2410.06916 · pith_short_12: NM3GVWSFEVNJ · pith_short_16: NM3GVWSFEVNJ2BKP · pith_short_8: NM3GVWSF

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/NM3GVWSFEVNJ2BKP4PWPYTBSPI \
  | 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: 6b366ada45255a9d054fe3ecfc4c327a0833871384b1ba57ac9cfb583e41513a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "011e9955422f5833cddadccbd2d421036c4cf34d0aafb6d8b62d8a4fba2df741",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-09T14:15:30Z",
    "title_canon_sha256": "019fd6520ce77a5c6f3eae2dc0d2247c73232af01819cd329a15d7a26919e9fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.06916",
    "kind": "arxiv",
    "version": 2
  }
}