Pith Number

pith:6X3KNZZJ

pith:2024:6X3KNZZJFX5VG6CQQY4Y7K7VXZ

not attested not anchored not stored refs pending

Ouroboros: Generating Longer Drafts Phrase by Phrase for Faster Speculative Decoding

Chaojun Xiao, Kaihuo Zhang, Maosong Sun, Wang Xu, Weilin Zhao, Xinrong Zhang, Xu Han, Yewei Fang, Yuxiang Huang, Zhiyuan Liu

arxiv:2402.13720 v3 · 2024-02-21 · 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{6X3KNZZJFX5VG6CQQY4Y7K7VXZ}

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

1 paper in Pith

Utility-Driven Speculative Decoding for Mixture-of-Experts

Receipt and verification

First computed	2026-07-05T09:20:40.497332Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f5f6a6e7292dfb53785086398fabf5be5cdd956a822e9be1c9300baabe3a390a

Aliases

arxiv: 2402.13720 · arxiv_version: 2402.13720v3 · doi: 10.48550/arxiv.2402.13720 · pith_short_12: 6X3KNZZJFX5V · pith_short_16: 6X3KNZZJFX5VG6CQ · pith_short_8: 6X3KNZZJ

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/6X3KNZZJFX5VG6CQQY4Y7K7VXZ \
  | 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: f5f6a6e7292dfb53785086398fabf5be5cdd956a822e9be1c9300baabe3a390a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6c02d0b68d0e24c7bfd24266a175551c187b202df57108320063a7e470e2f75",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-21T11:31:28Z",
    "title_canon_sha256": "db16513449de2de8f06c7c90d623cb7cb248780230b94e899da89654e52a1240"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13720",
    "kind": "arxiv",
    "version": 3
  }
}