Pith Number

pith:4YILDMVD

pith:2014:4YILDMVDLEGCLAOIBVHC43TQSV

not attested not anchored not stored refs pending

The Informed Sampler: A Discriminative Approach to Bayesian Inference in Generative Computer Vision Models

Matthew Loper, Peter V. Gehler, Sebastian Nowozin, Varun Jampani

arxiv:1402.0859 v3 · 2014-02-04 · cs.CV · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4YILDMVDLEGCLAOIBVHC43TQSV}

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	2026-05-18T02:25:26.620355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e610b1b2a3590c2581c80d4e2e6e70956b2e1e96c0ddacdd55d14fcddb37cbc9

Aliases

arxiv: 1402.0859 · arxiv_version: 1402.0859v3 · doi: 10.48550/arxiv.1402.0859 · pith_short_12: 4YILDMVDLEGC · pith_short_16: 4YILDMVDLEGCLAOI · pith_short_8: 4YILDMVD

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/4YILDMVDLEGCLAOIBVHC43TQSV \
  | 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: e610b1b2a3590c2581c80d4e2e6e70956b2e1e96c0ddacdd55d14fcddb37cbc9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "685c43e3accdb57c4e90e496aac608b344d9c4bc464a34eeed6cf30d4f369eaa",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2014-02-04T20:52:26Z",
    "title_canon_sha256": "0401f82754208d903dc3c2d2e4ed54da55128de82c5890ddf0b8b41f66844d26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1402.0859",
    "kind": "arxiv",
    "version": 3
  }
}