Pith Number

pith:3DPOXTQ2

pith:2026:3DPOXTQ2V2A5MGTT2ESCCZZZJ5

not attested not anchored not stored refs pending

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL

Bo Zheng, Dakai An, Dilxat Muhtar, Jiamang Wang, Ju Huang, Lin Qu, Lunxi Cao, Shaopan Xiong, Siran Yang, Teng Ma, Tianyuan Wu, Wei Gao, Wei Wang, Weixun Wang, Xuchun Shang, Yuheng Zhao

ROSE accelerates agentic RL by repurposing idle serving GPUs for rollouts while preserving SLOs.

arxiv:2605.06534 v2 · 2026-05-07 · cs.DC

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\usepackage{pith}
\pithnumber{3DPOXTQ2V2A5MGTT2ESCCZZZJ5}

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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.

Claims

C1strongest claim

Experiments across multiple model sizes and cluster scales show that ROSE improves average end-to-end throughput by 1.20-3.31 x compared with state-of-the-art resource-fixed and elastic baselines.

C2weakest assumption

Production serving clusters routinely leave substantial GPU compute and memory headroom that can be safely repurposed for rollouts without violating serving SLOs under bursty traffic.

C3one line summary

ROSE delivers 1.2-3.3x higher end-to-end throughput for agentic RL by safely co-using underutilized serving GPUs for rollouts while meeting serving SLOs.

Receipt and verification

First computed	2026-05-21T01:05:20.492791Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8deebce1aae81d61a73d1242167394f51ffc99b4f12ffe9bcff9d2a12eaa25b

Aliases

arxiv: 2605.06534 · arxiv_version: 2605.06534v2 · doi: 10.48550/arxiv.2605.06534 · pith_short_12: 3DPOXTQ2V2A5 · pith_short_16: 3DPOXTQ2V2A5MGTT · pith_short_8: 3DPOXTQ2

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/3DPOXTQ2V2A5MGTT2ESCCZZZJ5 \
  | 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: d8deebce1aae81d61a73d1242167394f51ffc99b4f12ffe9bcff9d2a12eaa25b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e266ee26fd19618a3b1ad4eed6b149df9ba2715b60d3e1a0a0325709f7fd44b5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2026-05-07T16:33:40Z",
    "title_canon_sha256": "a24700e4202c06af7a203328d08d633d3fa5d17b4e2a74ea7bee243f84bc3585"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.06534",
    "kind": "arxiv",
    "version": 2
  }
}