Pith Number

pith:JBBVU5HS

pith:2025:JBBVU5HSDXAMALWEIU76ZKLN43

not attested not anchored not stored refs pending

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster

Beirong Zhou, Benzhe Ning, Bo Wang, Chang Liu, Chenyi Pan, Fei Mei, Guang Yang, Jiangben Wang, Jianxiang Zhang, Laingjun Feng, Xinjie Guo, Xinyang Liu, Zeng Shu, Zhenyu Han

arxiv:2507.19017 v1 · 2025-07-25 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JBBVU5HSDXAMALWEIU76ZKLN43}

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

Schedule-and-Calibrate: Utility-Guided Multi-Task Reinforcement Learning for Code LLMs

Receipt and verification

First computed	2026-07-05T11:43:18.014488Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48435a74f21dc0c02ec4453feca96de6e080f361226c02f8467c24ab6eca1a4e

Aliases

arxiv: 2507.19017 · arxiv_version: 2507.19017v1 · doi: 10.48550/arxiv.2507.19017 · pith_short_12: JBBVU5HSDXAM · pith_short_16: JBBVU5HSDXAMALWE · pith_short_8: JBBVU5HS

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/JBBVU5HSDXAMALWEIU76ZKLN43 \
  | 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: 48435a74f21dc0c02ec4453feca96de6e080f361226c02f8467c24ab6eca1a4e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13d2e4328a716e499a9bf76c57754a84606318f97f1aa74094b53500b742d02a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-25T07:11:49Z",
    "title_canon_sha256": "379d4fdf35ab7110f668339844ca2f6c70dd3a174531907a21e9bb542bcda883"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.19017",
    "kind": "arxiv",
    "version": 1
  }
}