Pith Number

pith:ZFRSTE7U

pith:2024:ZFRSTE7U3VHN3TJ6MB6GLAZQLH

not attested not anchored not stored refs pending

AGILE: A Novel Reinforcement Learning Framework of LLM Agents

Guanhua Huang, Hanchong Zhang, Hang Li, Peiyuan Feng, Yichen He, Yuan Lin, Yuchen Zhang

arxiv:2405.14751 v2 · 2024-05-23 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZFRSTE7U3VHN3TJ6MB6GLAZQLH}

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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

1 paper in Pith

Orak: A Foundational Benchmark for Training and Evaluating LLM Agents on Diverse Video Games

Receipt and verification

First computed	2026-07-05T09:31:02.803035Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9632993f4dd4eddcd3e607c65833059cb00e31332bdc84a483aef6d9922321f

Aliases

arxiv: 2405.14751 · arxiv_version: 2405.14751v2 · doi: 10.48550/arxiv.2405.14751 · pith_short_12: ZFRSTE7U3VHN · pith_short_16: ZFRSTE7U3VHN3TJ6 · pith_short_8: ZFRSTE7U

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/ZFRSTE7U3VHN3TJ6MB6GLAZQLH \
  | 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: c9632993f4dd4eddcd3e607c65833059cb00e31332bdc84a483aef6d9922321f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "940a7be67f47de66dc964947af0c523e6097256821c5221840aa3919b238b0fa",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-23T16:17:44Z",
    "title_canon_sha256": "82b1e3ac61a5141e25f83f45af1275bf5fc38d5cca9b4731926284a03a9a4f39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14751",
    "kind": "arxiv",
    "version": 2
  }
}