Pith Number

pith:MPW4LJNO

pith:2026:MPW4LJNO5YQ65OOANWALZVZUEE

not attested not anchored not stored refs pending

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts

Duy Tung Doan, Khac-Hoai Nam Bui, Nhat Minh Pham, Thi Duyen Ngo, Vinh Van Nguyen

arxiv:2608.04962 v1 · 2026-08-05 · cs.LG · 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{MPW4LJNO5YQ65OOANWALZVZUEE}

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	2026-08-06T01:47:55.108700Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63edc5a5aeee21eeb9c06d80bcd734213398385a61f00b497285b816ebec88d6

Aliases

arxiv: 2608.04962 · arxiv_version: 2608.04962v1 · doi: 10.48550/arxiv.2608.04962 · pith_short_12: MPW4LJNO5YQ6 · pith_short_16: MPW4LJNO5YQ65OOA · pith_short_8: MPW4LJNO

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/MPW4LJNO5YQ65OOANWALZVZUEE \
  | 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: 63edc5a5aeee21eeb9c06d80bcd734213398385a61f00b497285b816ebec88d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ab90c35fed54dc212c56d28b165651da1fd5da484aa6ee18a4ae0c805b4d977",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-05T15:32:27Z",
    "title_canon_sha256": "1b318fa44055ba1212a3140c519a6d65a32ee49a6055fd1255efbf58298361c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.04962",
    "kind": "arxiv",
    "version": 1
  }
}