Pith Number

pith:VPOW74ZE

pith:2023:VPOW74ZELNTEAOXGVOF5NUWPY7

not attested not anchored not stored refs pending

Model-based Offline Policy Optimization with Adversarial Network

Bolei Zhang, Junming Yang, Shengyuan Wang, Xingguo Chen

arxiv:2309.02157 v1 · 2023-09-05 · 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{VPOW74ZELNTEAOXGVOF5NUWPY7}

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

Adaptformer: Sequence models as adaptive iterative planners

Receipt and verification

First computed	2026-07-05T06:47:49.281644Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abdd6ff3245b66403ae6ab8bd6d2cfc7dc92859074bb8257589b9f2707ce365e

Aliases

arxiv: 2309.02157 · arxiv_version: 2309.02157v1 · doi: 10.48550/arxiv.2309.02157 · pith_short_12: VPOW74ZELNTE · pith_short_16: VPOW74ZELNTEAOXG · pith_short_8: VPOW74ZE

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/VPOW74ZELNTEAOXGVOF5NUWPY7 \
  | 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: abdd6ff3245b66403ae6ab8bd6d2cfc7dc92859074bb8257589b9f2707ce365e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7a496f595c4759edbe5457878c84c2321cdf2607d7f0f0262fa0dbde283578b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-05T11:49:33Z",
    "title_canon_sha256": "ef803aae9f11aeec3d766e289d439ace17b01277550c2f355bdf12a91cae0784"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.02157",
    "kind": "arxiv",
    "version": 1
  }
}