Pith Number

pith:65DBY4RT

pith:2024:65DBY4RTTI3L33A5A6OWEHSPHP

not attested not anchored not stored refs pending

QPO: Query-dependent Prompt Optimization via Multi-Loop Offline Reinforcement Learning

Bin Zhang, Dacheng Tao, Hangyu Mao, Jingqing Ruan, Li Shen, Qi Zhao, Rui Zhao, Xueqian Wang, Yilun Kong, Yongzhe Chang

arxiv:2408.10504 v2 · 2024-08-20 · 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{65DBY4RTTI3L33A5A6OWEHSPHP}

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

1 paper in Pith

Supplement Generation Training for Enhancing Agentic Task Performance

Receipt and verification

First computed	2026-07-05T11:12:19.544058Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7461c72339a36bdec1d079d621e4f3bea8507f7fcafbb0ddfa57a29f69c57de

Aliases

arxiv: 2408.10504 · arxiv_version: 2408.10504v2 · doi: 10.48550/arxiv.2408.10504 · pith_short_12: 65DBY4RTTI3L · pith_short_16: 65DBY4RTTI3L33A5 · pith_short_8: 65DBY4RT

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/65DBY4RTTI3L33A5A6OWEHSPHP \
  | 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: f7461c72339a36bdec1d079d621e4f3bea8507f7fcafbb0ddfa57a29f69c57de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "61e4c92ee098cd83ef57da2a1cacd62404209468b9a4c6c02cfa6851a17b500b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-08-20T03:06:48Z",
    "title_canon_sha256": "5d090a80663f60461610ec7ad4f76b97e2b561b1f5ff752d512affe604a39113"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.10504",
    "kind": "arxiv",
    "version": 2
  }
}