Pith Number

pith:D2PL65G5

pith:2026:D2PL65G5AWDFH674VAU7QN42R3

not attested not anchored not stored refs pending

Breaking Entropy Bounds: Accelerating RL Training via MTP with Rejection Sampling

An Yang, Bowen Yu, Bo Zheng, Dayiheng Liu, Fan Zhou, Fei Huang, Huiqiang Jiang, Jianwei Zhang, Jianxin Yang, Jingren Zhou, Junyang Lin, Rui Men, Yang Xu, Yi Zhang, Yizhong Cao, Yucheng Li, Yuhao Shen

arxiv:2606.12370 v1 · 2026-06-10 · 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{D2PL65G5AWDFH674VAU7QN42R3}

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	2026-06-11T02:09:48.861823Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e9ebf74dd058653fbfca829f8379a8eea6428ecac153478fd3867c5e53e4a7c

Aliases

arxiv: 2606.12370 · arxiv_version: 2606.12370v1 · doi: 10.48550/arxiv.2606.12370 · pith_short_12: D2PL65G5AWDF · pith_short_16: D2PL65G5AWDFH674 · pith_short_8: D2PL65G5

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/D2PL65G5AWDFH674VAU7QN42R3 \
  | 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: 1e9ebf74dd058653fbfca829f8379a8eea6428ecac153478fd3867c5e53e4a7c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d1522ef0adaada18018d52d016ad94167e740dca72d31c0c23b67256612bfcb",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-10T17:36:45Z",
    "title_canon_sha256": "2d02ece192613e086e9987d713edeba5728743dea981226ee058c2df17799f65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.12370",
    "kind": "arxiv",
    "version": 1
  }
}