Pith Number

pith:Z2PD3SIG

pith:2019:Z2PD3SIGOUUH3UGGD6COFD6HF6

not attested not anchored not stored refs pending

Deep Generative Models: Deterministic Prediction with an Application in Inverse Rendering

Rasool Sabzi, Shima Kamyab, Zohreh Azimifar

arxiv:1903.04144 v1 · 2019-03-11 · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z2PD3SIGOUUH3UGGD6COFD6HF6}

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	2026-05-17T23:51:36.394725Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce9e3dc90675287dd0c61f84e28fc72f969f5343301f8230c2c46711fe24258d

Aliases

arxiv: 1903.04144 · arxiv_version: 1903.04144v1 · doi: 10.48550/arxiv.1903.04144 · pith_short_12: Z2PD3SIGOUUH · pith_short_16: Z2PD3SIGOUUH3UGG · pith_short_8: Z2PD3SIG

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/Z2PD3SIGOUUH3UGGD6COFD6HF6 \
  | 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: ce9e3dc90675287dd0c61f84e28fc72f969f5343301f8230c2c46711fe24258d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f9e5c7f847a923caea748d500f9c1a4b09e35ee787339889cd698a903e4d5724",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-03-11T07:01:51Z",
    "title_canon_sha256": "bc0d7e584c155f14f67112c458c16de8ff6d81bba3e148d5c083f2c1a1a73134"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.04144",
    "kind": "arxiv",
    "version": 1
  }
}