Pith. sign in
Pith Number

pith:6DJZYTF4

pith:2022:6DJZYTF4X7BFTQE45YEYEOLDUS
not attested not anchored not stored refs pending

Plug-In Inversion: Model-Agnostic Inversion for Vision with Data Augmentations

Amin Ghiasi, Chen Zhu, Hamid Kazemi, Micah Goldblum, Steven Reich, Tom Goldstein

arxiv:2201.12961 v1 · 2022-01-31 · cs.CV · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6DJZYTF4X7BFTQE45YEYEOLDUS}

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 2026-07-05T03:52:41.324660Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f0d39c4cbcbfc259c09cee09823963a4a75ba61a64d91cbcf57ce560fe96d6b1

Aliases

arxiv: 2201.12961 · arxiv_version: 2201.12961v1 · doi: 10.48550/arxiv.2201.12961 · pith_short_12: 6DJZYTF4X7BF · pith_short_16: 6DJZYTF4X7BFTQE4 · pith_short_8: 6DJZYTF4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6DJZYTF4X7BFTQE45YEYEOLDUS \
  | 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: f0d39c4cbcbfc259c09cee09823963a4a75ba61a64d91cbcf57ce560fe96d6b1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4ff38b917310ccd2606e15a87afb6ac0cf405ee20b21e2013cf5a053b4e4bb6c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-01-31T02:12:45Z",
    "title_canon_sha256": "bdb06f92d050dfaa2020acef494b1669cdbf76efbe0187b95f2b9635b944844f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.12961",
    "kind": "arxiv",
    "version": 1
  }
}