Pith Number

pith:AKGZG3SF

pith:2025:AKGZG3SFNXE3XLIX7YZFOY7GA5

not attested not anchored not stored refs pending

DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective

Dengyun Peng, Jingjing Chen, Jinhao Liu, Libo Qin, Qiguang Chen, Yuhang Zhou

arxiv:2503.13413 v3 · 2025-03-17 · cs.CL · 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{AKGZG3SFNXE3XLIX7YZFOY7GA5}

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

3 papers in Pith

TextReg: Mitigating Prompt Distributional Overfitting via Regularized Text-Space Optimization

A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence

Reinforced Collaboration in Multi-Agent Flow Networks

Receipt and verification

First computed	2026-07-05T10:34:43.455486Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

028d936e456dc9bbad17fe325763e60765ee5f8294db9602a25f36502b4b9bc8

Aliases

arxiv: 2503.13413 · arxiv_version: 2503.13413v3 · doi: 10.48550/arxiv.2503.13413 · pith_short_12: AKGZG3SFNXE3 · pith_short_16: AKGZG3SFNXE3XLIX · pith_short_8: AKGZG3SF

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/AKGZG3SFNXE3XLIX7YZFOY7GA5 \
  | 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: 028d936e456dc9bbad17fe325763e60765ee5f8294db9602a25f36502b4b9bc8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "291fe8003c361e675f6e207c789ff2247697b9d1eb1af586a737daf90bbe1f15",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-17T17:42:51Z",
    "title_canon_sha256": "bf4bd16eae7f4fc82c9ddfdae07ec361353c52e86a57650ebe78cdaab9932f8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13413",
    "kind": "arxiv",
    "version": 3
  }
}