Pith Number

pith:RBXXRHLI

pith:2025:RBXXRHLIJVXSPY2JIIGXSQOCWM

not attested not anchored not stored refs pending

Infinite Sampling: Efficient and Stable Grouped RL Training for Large Language Models

Di Wang, Huanyi Xie, Liangyu Wang, Mengdi Li, Tianjin Huang, Xinhai Wang

arxiv:2506.22950 v1 · 2025-06-28 · cs.LG

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\usepackage{pith}
\pithnumber{RBXXRHLIJVXSPY2JIIGXSQOCWM}

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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

F-TIS: Harnessing Diverse Models in Collaborative GRPO

Receipt and verification

First computed	2026-07-05T11:28:48.126792Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

886f789d684d6f27e349420d7941c2b3020143a9e81d2bf549fda753d3c15d99

Aliases

arxiv: 2506.22950 · arxiv_version: 2506.22950v1 · doi: 10.48550/arxiv.2506.22950 · pith_short_12: RBXXRHLIJVXS · pith_short_16: RBXXRHLIJVXSPY2J · pith_short_8: RBXXRHLI

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/RBXXRHLIJVXSPY2JIIGXSQOCWM \
  | 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: 886f789d684d6f27e349420d7941c2b3020143a9e81d2bf549fda753d3c15d99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "766a03861e1becd4a529654ca690efff4e6ed43c81549c9c2f6f8c8b746ec3e2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-28T16:52:29Z",
    "title_canon_sha256": "747e2546e4728fe827347839f2132a13197252e4c87180e8b20c568b41819116"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.22950",
    "kind": "arxiv",
    "version": 1
  }
}