Pith Number

pith:APLPRCPC

pith:2026:APLPRCPCSQV3XFDXWMLGKLXXYL

not attested not anchored not stored refs pending

Beyond the Target: From Imitation to Collaboration in Speculative Decoding

Dong Li, Edith C.H. Ngai, Emad Barsoum, Guanchen Li, Jinfeng Xu, Jinze Li, Shuo Yang, Xuanwu Yin, Yang Zhang, Yixing Xu

arxiv:2605.24793 v1 · 2026-05-24 · 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{APLPRCPCSQV3XFDXWMLGKLXXYL}

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	2026-05-26T01:03:58.685554Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03d6f889e2942bbb9477b316652ef7c2ea7c368cff9a02921d256ba757cb6dfe

Aliases

arxiv: 2605.24793 · arxiv_version: 2605.24793v1 · doi: 10.48550/arxiv.2605.24793 · pith_short_12: APLPRCPCSQV3 · pith_short_16: APLPRCPCSQV3XFDX · pith_short_8: APLPRCPC

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/APLPRCPCSQV3XFDXWMLGKLXXYL \
  | 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: 03d6f889e2942bbb9477b316652ef7c2ea7c368cff9a02921d256ba757cb6dfe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "808bfc799a73a7407f6ef02b7790b22b91572e846dd7e5127b0c6d254e2481a6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-24T00:34:53Z",
    "title_canon_sha256": "fa8380dd32ee91b4b0f11783d02f9288d220cbc07db6e5ba1609a734fc533677"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.24793",
    "kind": "arxiv",
    "version": 1
  }
}