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Pith Number

pith:FQ54GI46

pith:2025:FQ54GI46KRCPAIBDFN2WOGE63S
not attested not anchored not stored refs pending

RLVMR: Reinforcement Learning with Verifiable Meta-Reasoning Rewards for Robust Long-Horizon Agents

Mingxiao Li, Xiaolong Li, Zhaopeng Tu, Zijing Zhang, Ziyang Chen

arxiv:2507.22844 v1 · 2025-07-30 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{FQ54GI46KRCPAIBDFN2WOGE63S}

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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

12 papers in Pith

Semantic Consistency Policy Optimization for Reinforcement Learning of LLM Agents
Where Do CoT Training Gains Land in LLM based Agents?
Diagnosing Task Insensitivity in Language Agents
From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning
Towards trustworthy agentic AI: a comprehensive survey of safety, robustness, privacy, and system security
Receipt and verification
First computed 2026-07-05T11:45:50.242625Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2c3bc3239e5444f020232b7567189edcb0d4b6a5836e81de88f2321258d830aa

Aliases

arxiv: 2507.22844 · arxiv_version: 2507.22844v1 · doi: 10.48550/arxiv.2507.22844 · pith_short_12: FQ54GI46KRCP · pith_short_16: FQ54GI46KRCPAIBD · pith_short_8: FQ54GI46
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/FQ54GI46KRCPAIBDFN2WOGE63S \
  | 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: 2c3bc3239e5444f020232b7567189edcb0d4b6a5836e81de88f2321258d830aa
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "5b3324ad16bfe9cda5ab81a5090c15f3e53b41cd73161965f126f7b2627e0742",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-30T17:00:48Z",
    "title_canon_sha256": "5f8db465a83fe17fdfd3e699e1f95d4cfccd974440ff8dfcbb7c036b563ad271"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22844",
    "kind": "arxiv",
    "version": 1
  }
}