pith. sign in
Pith Number

pith:VFFGSMUL

pith:2026:VFFGSMULKVLBK65A4UZ25TY23R
not attested not anchored not stored refs pending

sGPO: Trading Inference FLOPs for Training Efficiency in RLVR

Akash Srivastava, Giorgio Giannone, Kai Xu, Shivchander Sudalairaj

arxiv:2606.08854 v1 · 2026-06-07 · cs.LG · cs.AI · cs.CL · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VFFGSMULKVLBK65A4UZ25TY23R}

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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.
Receipt and verification
First computed 2026-06-09T02:07:43.036065Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a94a69328b5556157ba0e533aecf1adc7b51c1e6b9c581f68cf55124803ed2ab

Aliases

arxiv: 2606.08854 · arxiv_version: 2606.08854v1 · doi: 10.48550/arxiv.2606.08854 · pith_short_12: VFFGSMULKVLB · pith_short_16: VFFGSMULKVLBK65A · pith_short_8: VFFGSMUL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VFFGSMULKVLBK65A4UZ25TY23R \
  | 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: a94a69328b5556157ba0e533aecf1adc7b51c1e6b9c581f68cf55124803ed2ab
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "231ba2bb3b0cf8dbf57fef77d63342f80eb7d9bf62769de73bbd744da7b24787",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-07T21:47:31Z",
    "title_canon_sha256": "039fea9f6290d9123d1069bd4df344b2a2e06231f7f5f1516c441d36108dd921"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.08854",
    "kind": "arxiv",
    "version": 1
  }
}