Pith Number

pith:HOELECPD

pith:2025:HOELECPDLT74JY3YSBKYS23KZN

not attested not anchored not stored refs pending

Agent-as-Tool: A Study on the Hierarchical Decision Making with Reinforcement Learning

Yanfei Zhang

arxiv:2507.01489 v1 · 2025-07-02 · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HOELECPDLT74JY3YSBKYS23KZN}

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.

Cited by

5 papers in Pith

Knowing When to Ask: Segment-Level Credit Assignment for LLM Tool Use

IdleSpec: Exploiting Idle Time via Speculative Planning for LLM Agents

GEAR: Granularity-Adaptive Advantage Reweighting for LLM Agents via Self-Distillation

Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory

GEAR: Granularity-Adaptive Advantage Reweighting for LLM Agents via Self-Distillation

Receipt and verification

First computed	2026-07-05T11:30:49.808217Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b88b209e35cffc4e3789055896b6acb482581d7ebec57cadb71d65b4b3500fb

Aliases

arxiv: 2507.01489 · arxiv_version: 2507.01489v1 · doi: 10.48550/arxiv.2507.01489 · pith_short_12: HOELECPDLT74 · pith_short_16: HOELECPDLT74JY3Y · pith_short_8: HOELECPD

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/HOELECPDLT74JY3YSBKYS23KZN \
  | 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: 3b88b209e35cffc4e3789055896b6acb482581d7ebec57cadb71d65b4b3500fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ec7cd1895c71276593f0fadc82b9d5e36fd5a85a96da7afeb589d31b8c7b096",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-02T08:49:43Z",
    "title_canon_sha256": "9c013976575c81a2fa74fbfc04f203363f7bd4b75a65a5903895fee130993ddb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.01489",
    "kind": "arxiv",
    "version": 1
  }
}