Pith Number

pith:TWOMVSDD

pith:2025:TWOMVSDD7GWMAFBDK3LNF3NUNA

not attested not anchored not stored refs pending

SpecPipe: Accelerating Pipeline Parallelism-based LLM Inference with Speculative Decoding

Dongxiao Yu, Guanghui Zhang, Haofei Yin, Mengbai Xiao, Tinghong Li, Xiao Zhang

arxiv:2504.04104 v2 · 2025-04-05 · 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{TWOMVSDD7GWMAFBDK3LNF3NUNA}

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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

2 papers in Pith

SpecHop: Continuous Speculation for Accelerating Multi-Hop Retrieval Agents

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

Receipt and verification

First computed	2026-07-05T12:01:21.763131Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d9ccac863f9acc0142356d6d2edb468244475403182a0d382b78bad18c81872

Aliases

arxiv: 2504.04104 · arxiv_version: 2504.04104v2 · doi: 10.48550/arxiv.2504.04104 · pith_short_12: TWOMVSDD7GWM · pith_short_16: TWOMVSDD7GWMAFBD · pith_short_8: TWOMVSDD

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/TWOMVSDD7GWMAFBDK3LNF3NUNA \
  | 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: 9d9ccac863f9acc0142356d6d2edb468244475403182a0d382b78bad18c81872

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad46f6cc84a181277f3b50f8c08b6d3db03c6adc164cdfd4b05f5d916b70b446",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-05T08:31:10Z",
    "title_canon_sha256": "7b92bc4a38f44bd5d1dd09378726aa9b1c2b47a66f0e37dd30f3b7fcbe9eb463"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.04104",
    "kind": "arxiv",
    "version": 2
  }
}