Pith. sign in
Pith Number

pith:GZTLU2WX

pith:2025:GZTLU2WX55X6X5HSVEB23XAKYM
not attested not anchored not stored refs pending

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design

Conghui Zhu, Hailong Cao, Tiejun Zhao, Wang Xu, Weilin Zhao, Xu Han, Yudi Zhang

arxiv:2505.22179 v2 · 2025-05-28 · cs.CL · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GZTLU2WX55X6X5HSVEB23XAKYM}

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.
Receipt and verification
First computed 2026-07-05T11:11:47.781777Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3666ba6ad7ef6febf4f2a903addc0ac339d3b4ade89ed107b95f6e85418513c3

Aliases

arxiv: 2505.22179 · arxiv_version: 2505.22179v2 · doi: 10.48550/arxiv.2505.22179 · pith_short_12: GZTLU2WX55X6 · pith_short_16: GZTLU2WX55X6X5HS · pith_short_8: GZTLU2WX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GZTLU2WX55X6X5HSVEB23XAKYM \
  | 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: 3666ba6ad7ef6febf4f2a903addc0ac339d3b4ade89ed107b95f6e85418513c3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "16e6fb4fd0f5b69e00a5b6fbb0bbadaaa47b1f97b2c32ff730e8691bf93ad14c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-28T09:55:08Z",
    "title_canon_sha256": "52e1cedaa2cee9b749f49b8a1ceb0453b1735f746d14d489dcb58902dcad4dec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22179",
    "kind": "arxiv",
    "version": 2
  }
}