Pith Number

pith:FTK7YJH3

pith:2025:FTK7YJH3D743QAXFYAHZSYJU44

not attested not anchored not stored refs pending

Expert-Guided Diffusion Planner for Auto-Bidding

Jiahao Sun, Jinan Pang, Peng Jiang, Wentao Bai, Wenzheng Shu, Xialong Liu, Yanxiang Zeng, Yunke Bai, Yunshan Peng

arxiv:2508.08687 v2 · 2025-08-12 · cs.LG · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FTK7YJH3D743QAXFYAHZSYJU44}

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

Generative Auto-Bidding with Unified Modeling and Exploration

Receipt and verification

First computed	2026-07-05T11:58:34.513435Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2cd5fc24fb1ff9b802e5c00f996134e72973f3b4ac1e3b42e081bd5df1ecf4bd

Aliases

arxiv: 2508.08687 · arxiv_version: 2508.08687v2 · doi: 10.48550/arxiv.2508.08687 · pith_short_12: FTK7YJH3D743 · pith_short_16: FTK7YJH3D743QAXF · pith_short_8: FTK7YJH3

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/FTK7YJH3D743QAXFYAHZSYJU44 \
  | 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: 2cd5fc24fb1ff9b802e5c00f996134e72973f3b4ac1e3b42e081bd5df1ecf4bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb41c96e7a2676dbcaddc8cc36fb53baef526b070d56bee331f8a09ac3f05dfe",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-12T07:23:51Z",
    "title_canon_sha256": "0eb29017feb41888d122bbc911c89112acf3e80f34d7d86a255ae35abe6e14da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.08687",
    "kind": "arxiv",
    "version": 2
  }
}