Pith Number

pith:UFDIOXPR

pith:2024:UFDIOXPRBLNLCLMZGEGE2XCKC5

not attested not anchored not stored refs pending

Generative Adversarial Model-Based Optimization via Source Critic Regularization

Hamsa Bastani, Jacob Gardner, James C. Gee, Michael S. Yao, Osbert Bastani, Yimeng Zeng

arxiv:2402.06532 v2 · 2024-02-09 · 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{UFDIOXPRBLNLCLMZGEGE2XCKC5}

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	2026-07-05T09:11:46.661762Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a146875df10adab12d99310c4d5c4a17628ad4c5985e2c720a23af7ceabf4bf2

Aliases

arxiv: 2402.06532 · arxiv_version: 2402.06532v2 · doi: 10.48550/arxiv.2402.06532 · pith_short_12: UFDIOXPRBLNL · pith_short_16: UFDIOXPRBLNLCLMZ · pith_short_8: UFDIOXPR

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/UFDIOXPRBLNLCLMZGEGE2XCKC5 \
  | 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: a146875df10adab12d99310c4d5c4a17628ad4c5985e2c720a23af7ceabf4bf2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4493e756868e133aface8c5b21140f90aef4520872a13a7480d75a7def3844de",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-09T16:43:57Z",
    "title_canon_sha256": "00323a5a56ead537ade6774d248309b7f991e12ca9e7128cab69f12590745a5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.06532",
    "kind": "arxiv",
    "version": 2
  }
}