Pith Number

pith:Y73HFRDI

pith:2025:Y73HFRDISYEZZ6N6YK3RFGIWPD

not attested not anchored not stored refs pending

Optimal Return-to-Go Guided Decision Transformer for Auto-Bidding in Advertisement

Hao Jiang, Peng Jiang, Pengjia Yuan, Teng Sha, Xialong Liu, Yanhua Cheng, Yanxiang Zeng, Yongxiang Tang

arxiv:2506.21956 v1 · 2025-06-27 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Y73HFRDISYEZZ6N6YK3RFGIWPD}

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	2026-07-05T11:28:19.159728Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7f672c46896099cf9bec2b712991678f7bede77d4caba101c0f5324affa109a

Aliases

arxiv: 2506.21956 · arxiv_version: 2506.21956v1 · doi: 10.48550/arxiv.2506.21956 · pith_short_12: Y73HFRDISYEZ · pith_short_16: Y73HFRDISYEZZ6N6 · pith_short_8: Y73HFRDI

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/Y73HFRDISYEZZ6N6YK3RFGIWPD \
  | 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: c7f672c46896099cf9bec2b712991678f7bede77d4caba101c0f5324affa109a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b55cf11c449fee896dfe7705f6a9d18995dd9145bde64ea16d66dad1dacd719",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-27T06:56:54Z",
    "title_canon_sha256": "c3e412c80aedefeeb0ad186cf2ed23cb5cd4367394f91d45ab2deb90249ecfe5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.21956",
    "kind": "arxiv",
    "version": 1
  }
}