Pith Number

pith:7U74AWXT

pith:2026:7U74AWXTCTGR5JJCZLQZQ55GLD

not attested not anchored not stored refs pending

StaleFlow: Staleness-Aware Data Management for Mitigating Data Skewness in Fully Disaggregated RL Post-Training

Bin Cui, Fangcheng Fu, Haoyang Li, Jie Jiang, Lefeng Wang, Sheng Lin, Xiaodong Ji, Yanfeng Zhao, Yuming Zhou

arxiv:2601.12784 v2 · 2026-01-19 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7U74AWXTCTGR5JJCZLQZQ55GLD}

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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

Harnessing Routing Foresight for Micro-step-level MoE load balancing in RL Post-training

Receipt and verification

First computed	2026-08-04T02:09:17.784545Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd3fc05af314cd1ea522cae19877a658d61cc0f2cc15a8971e0fccc707130861

Aliases

arxiv: 2601.12784 · arxiv_version: 2601.12784v2 · doi: 10.48550/arxiv.2601.12784 · pith_short_12: 7U74AWXTCTGR · pith_short_16: 7U74AWXTCTGR5JJC · pith_short_8: 7U74AWXT

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/7U74AWXTCTGR5JJCZLQZQ55GLD \
  | 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: fd3fc05af314cd1ea522cae19877a658d61cc0f2cc15a8971e0fccc707130861

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7d27e4b8048726d3a7e5403f04d961ce03faccc72225f1d7114945f6224245e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2026-01-19T07:31:32Z",
    "title_canon_sha256": "26db37a4e316c63d56dba07e43d1f2ba065b2bfa99887034ce42aa577f3d2f80"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.12784",
    "kind": "arxiv",
    "version": 2
  }
}