Pith Number

pith:EY5EIUT4

pith:2025:EY5EIUT4X3SFKTPH63GO5F4ZQC

not attested not anchored not stored refs pending

RRO: LLM Agent Optimization Through Rising Reward Trajectories

Haoming Jiang, Jingbo Shang, Jingfeng Yang, Samarth Varshney, Sheikh Muhammad Sarwar, Sreyashi Nag, Xianfeng Tang, Zilong Wang

arxiv:2505.20737 v1 · 2025-05-27 · 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{EY5EIUT4X3SFKTPH63GO5F4ZQC}

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	2026-07-05T11:10:17.742474Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

263a44527cbee4554de7f6ccee979980a1886ec3e0731ab8c18ab18be9e2cb17

Aliases

arxiv: 2505.20737 · arxiv_version: 2505.20737v1 · doi: 10.48550/arxiv.2505.20737 · pith_short_12: EY5EIUT4X3SF · pith_short_16: EY5EIUT4X3SFKTPH · pith_short_8: EY5EIUT4

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/EY5EIUT4X3SFKTPH63GO5F4ZQC \
  | 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: 263a44527cbee4554de7f6ccee979980a1886ec3e0731ab8c18ab18be9e2cb17

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "268aef29cf02a3839d10b203d31d8ff4136389b0e43ef1e6b1c5e94f421d16b4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-27T05:27:54Z",
    "title_canon_sha256": "62ee88d7425d9bc20f9da6dfa9ec78100838bb5cec39817a1bfc61d792d46674"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20737",
    "kind": "arxiv",
    "version": 1
  }
}