Pith Number

pith:VUWRWNXP

pith:2025:VUWRWNXPUHDQZ3JD5RLEF2FCGO

not attested not anchored not stored refs pending

Permutation Equivariant Model-based Offline Reinforcement Learning for Auto-bidding

Chuan Yu, Jian Xu, Miao Xu, Rongquan Bai, Wei Chen, Zhiyu Mou

arxiv:2506.17919 v1 · 2025-06-22 · cs.LG · 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{VUWRWNXPUHDQZ3JD5RLEF2FCGO}

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	2026-07-05T11:25:25.587614Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad2d1b36efa1c70ced23ec5642e8a2339a5a5fc3dbc97e92297cffd5d89ef17d

Aliases

arxiv: 2506.17919 · arxiv_version: 2506.17919v1 · doi: 10.48550/arxiv.2506.17919 · pith_short_12: VUWRWNXPUHDQ · pith_short_16: VUWRWNXPUHDQZ3JD · pith_short_8: VUWRWNXP

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/VUWRWNXPUHDQZ3JD5RLEF2FCGO \
  | 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: ad2d1b36efa1c70ced23ec5642e8a2339a5a5fc3dbc97e92297cffd5d89ef17d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d9f6f0add409b1ff6f21918b145ae94a300704f2022873149e2ccd11249130b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-22T06:58:36Z",
    "title_canon_sha256": "c475278028ffcecac62ee7f8baf1193f550a3b362316dc63fbe020061dbc8b2b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.17919",
    "kind": "arxiv",
    "version": 1
  }
}