Pith Number

pith:QR556MGW

pith:2025:QR556MGWIBCLG3HC7PTTDE4AZ2

not attested not anchored not stored refs pending

AgentFly: Extensible and Scalable Reinforcement Learning for LM Agents

Bilal El Bouardi, Fajri Koto, Haonan Li, Renxi Wang, Rifo Ahmad Genadi, Timothy Baldwin, Yongxin Wang, Zhengzhong Liu

arxiv:2507.14897 v1 · 2025-07-20 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QR556MGWIBCLG3HC7PTTDE4AZ2}

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.

Receipt and verification

First computed	2026-07-05T11:40:15.248872Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

847bdf30d64044b36ce2fbe7319380ce87f04edf7b3b42f459c74f17641a282e

Aliases

arxiv: 2507.14897 · arxiv_version: 2507.14897v1 · doi: 10.48550/arxiv.2507.14897 · pith_short_12: QR556MGWIBCL · pith_short_16: QR556MGWIBCLG3HC · pith_short_8: QR556MGW

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/QR556MGWIBCLG3HC7PTTDE4AZ2 \
  | 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: 847bdf30d64044b36ce2fbe7319380ce87f04edf7b3b42f459c74f17641a282e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "512f14c2915de54d6ee2713c6b0ef40e2233ea9208d31b6ce63a5159b66893e8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-20T10:22:36Z",
    "title_canon_sha256": "1320b7f2fe5f3018f989a3f17c0d456b40274d1ce2dfa24f55ff24310e3b9c67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14897",
    "kind": "arxiv",
    "version": 1
  }
}