Pith Number

pith:3GCOFVQS

pith:2026:3GCOFVQS5FDDYR2XNFFODTKX5T

not attested not anchored not stored refs pending

LLM-OSDA: An Optimal-Stopping Dynamic Auction for Native Advertising in Multi-Turn LLM Conversations

Ching Law, Chun Gan, Fengxiang He, Hang Yu, Jialin Chen, Mingjun Nie, Yan Fang, Yeyu Zhang

arxiv:2608.00123 v1 · 2026-07-31 · cs.CL · cs.AI · cs.GT · 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{3GCOFVQS5FDDYR2XNFFODTKX5T}

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	2026-08-04T00:32:46.246826Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d984e2d612e9463c4757694ae1cd57eceef96728bae81b53600895446a9a6b25

Aliases

arxiv: 2608.00123 · arxiv_version: 2608.00123v1 · doi: 10.48550/arxiv.2608.00123 · pith_short_12: 3GCOFVQS5FDD · pith_short_16: 3GCOFVQS5FDDYR2X · pith_short_8: 3GCOFVQS

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/3GCOFVQS5FDDYR2XNFFODTKX5T \
  | 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: d984e2d612e9463c4757694ae1cd57eceef96728bae81b53600895446a9a6b25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5715185486eda19b12e1ac4f0b06b7127143527fc9a844b2e558af987e9456bc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-31T11:47:54Z",
    "title_canon_sha256": "8070bc180ed1ad4a7b6ff9e82a5e42423e893e18107c24e362eb659052cad6af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.00123",
    "kind": "arxiv",
    "version": 1
  }
}