Pith Number

pith:NEYVBA62

pith:2025:NEYVBA627KANMD7AR7GTVDZY6D

not attested not anchored not stored refs pending

ML-SpecQD: Multi-Level Speculative Decoding with Quantized Drafts

Alexander Heinecke, Alexander Kozlov, Dhiraj Kalamkar, Evangelos Georganas

arxiv:2503.13565 v1 · 2025-03-17 · cs.CL · cs.AI · 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{NEYVBA627KANMD7AR7GTVDZY6D}

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

3 papers in Pith

Extreme Low-Bit Inference in Reasoning Models: Failure Modes and Targeted Recovery

Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match

ELMoE-3D: Leveraging Intrinsic Elasticity of MoE for Hybrid-Bonding-Enabled Self-Speculative Decoding in On-Premises Serving

Receipt and verification

First computed	2026-07-05T10:33:12.969306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69315083dafa80d60fe08fcd3a8f38f0e9f94e2aefbcaba22c70112c5310f998

Aliases

arxiv: 2503.13565 · arxiv_version: 2503.13565v1 · doi: 10.48550/arxiv.2503.13565 · pith_short_12: NEYVBA627KAN · pith_short_16: NEYVBA627KANMD7A · pith_short_8: NEYVBA62

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/NEYVBA627KANMD7AR7GTVDZY6D \
  | 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: 69315083dafa80d60fe08fcd3a8f38f0e9f94e2aefbcaba22c70112c5310f998

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21be91904b91b77e5bcedc8257e0cc0c7cd733b661d2b06326a113577eb7c264",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-17T08:38:45Z",
    "title_canon_sha256": "f614c579c62684eba31d55c3c110bf984f013a045d65bc8ae7b805a584db4dca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13565",
    "kind": "arxiv",
    "version": 1
  }
}