Pith Number

pith:Z6XHRTTX

pith:2025:Z6XHRTTXQH727PGIKEVRGZSIYN

not attested not anchored not stored refs pending

Divide and Conquer: Grounding LLMs as Efficient Decision-Making Agents via Offline Hierarchical Reinforcement Learning

Chunlin Chen, Wei Liu, Xiangyu Yue, Xiaoye Qu, Yu Cheng, Zhi Wang, Zican Hu

arxiv:2505.19761 v1 · 2025-05-26 · cs.AI

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

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\usepackage{pith}
\pithnumber{Z6XHRTTXQH727PGIKEVRGZSIYN}

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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

5 papers in Pith

DeSQ: Decomposition-based SPARQL Query Generation

Agentic Reasoning for Large Language Models

HiMAC: Hierarchical Macro-Micro Learning for Long-Horizon LLM Agents

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

Moira: Language-driven Hierarchical Reinforcement Learning for Pair Trading

Receipt and verification

First computed	2026-07-05T11:09:35.764578Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cfae78ce7781ffafbcc8512b136648c360833918f3aa5617a37270196cac35dd

Aliases

arxiv: 2505.19761 · arxiv_version: 2505.19761v1 · doi: 10.48550/arxiv.2505.19761 · pith_short_12: Z6XHRTTXQH72 · pith_short_16: Z6XHRTTXQH727PGI · pith_short_8: Z6XHRTTX

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/Z6XHRTTXQH727PGIKEVRGZSIYN \
  | 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: cfae78ce7781ffafbcc8512b136648c360833918f3aa5617a37270196cac35dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ca1521d83aa702a6d4eb69d6b85b21975bbb8b07fc993d9417beda0e5bcb551",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-26T09:43:40Z",
    "title_canon_sha256": "0a904148d3c093680eccf079e6287fc52242f6dbfc81bbf54bdccbd89760e25c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19761",
    "kind": "arxiv",
    "version": 1
  }
}