Pith Number

pith:GED7I23A

pith:2026:GED7I23AFEIXJTSWRDZ4MPTSU7

not attested not anchored not stored refs pending

WAR: Workload-Aware Rollouts for Synchronous Agentic Reinforcement Learning

Atlas Zhao, David Bao, Frank Du, Ryan Xu

arxiv:2607.17299 v1 · 2026-07-19 · cs.LG · cs.AI · cs.CL · cs.OS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GED7I23AFEIXJTSWRDZ4MPTSU7}

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	2026-07-21T01:21:26.055679Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3107f46b60291174ce5688f3c63e72a7f848984183ddfdf8acb9e8c377e4f596

Aliases

arxiv: 2607.17299 · arxiv_version: 2607.17299v1 · doi: 10.48550/arxiv.2607.17299 · pith_short_12: GED7I23AFEIX · pith_short_16: GED7I23AFEIXJTSW · pith_short_8: GED7I23A

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/GED7I23AFEIXJTSWRDZ4MPTSU7 \
  | 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: 3107f46b60291174ce5688f3c63e72a7f848984183ddfdf8acb9e8c377e4f596

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a7b7f52f76dec6e93dc49aaefe048ec642188ba1c1da607bf6a52a0d858223f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.OS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-19T15:31:13Z",
    "title_canon_sha256": "6179aea31c47d07e0a8ba0a4cc6474ca3809a251f3d2bd4a9769bb8ecb39e483"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.17299",
    "kind": "arxiv",
    "version": 1
  }
}