Pith Number

pith:LPF6JGKL

pith:2024:LPF6JGKL4YQYFHIU2PDAWRCHEO

not attested not anchored not stored refs pending

Prompt Recovery for Image Generation Models: A Comparative Study of Discrete Optimizers

Avi Schwarzschild, Joshua Nathaniel Williams, J. Zico Kolter, Yutong He

arxiv:2408.06502 v2 · 2024-08-12 · cs.CV · 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{LPF6JGKL4YQYFHIU2PDAWRCHEO}

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	2026-07-05T10:55:53.759792Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5bcbe4994be621829d14d3c60b444723a26143e38e2d1cc5ca42ac12c766b2ee

Aliases

arxiv: 2408.06502 · arxiv_version: 2408.06502v2 · doi: 10.48550/arxiv.2408.06502 · pith_short_12: LPF6JGKL4YQY · pith_short_16: LPF6JGKL4YQYFHIU · pith_short_8: LPF6JGKL

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/LPF6JGKL4YQYFHIU2PDAWRCHEO \
  | 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: 5bcbe4994be621829d14d3c60b444723a26143e38e2d1cc5ca42ac12c766b2ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "068a0b941d0d97bda788f829b72cc4b8277f176b7b2ec486e45875fb465038be",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-08-12T21:35:59Z",
    "title_canon_sha256": "40dda23bc367de8cd04af2b7be4dd9aebe7cb7cfc27396e25c68f4fc77d640ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.06502",
    "kind": "arxiv",
    "version": 2
  }
}