Pith Number

pith:J72FLHWH

pith:2024:J72FLHWHXKQPYUMH6ZXPJIW3RB

not attested not anchored not stored refs pending

GUESS: Generative Uncertainty Ensemble for Self Supervision

Donald A. Adjeroh, Gianfranco Doretto, Salman Mohamadi

arxiv:2412.02896 v1 · 2024-12-03 · cs.LG · 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{J72FLHWHXKQPYUMH6ZXPJIW3RB}

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	2026-07-05T09:44:21.633437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ff4559ec7baa0fc5187f66ef4a2db884238683201ba29aaa24abd5df25189a6

Aliases

arxiv: 2412.02896 · arxiv_version: 2412.02896v1 · doi: 10.48550/arxiv.2412.02896 · pith_short_12: J72FLHWHXKQP · pith_short_16: J72FLHWHXKQPYUMH · pith_short_8: J72FLHWH

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/J72FLHWHXKQPYUMH6ZXPJIW3RB \
  | 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: 4ff4559ec7baa0fc5187f66ef4a2db884238683201ba29aaa24abd5df25189a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dfa4ac28b61aa519a57906a5494f5c068203a0e0baa0a284344a65d3e1669c90",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-03T22:59:23Z",
    "title_canon_sha256": "ed8f8a0fb489adeeee8db9c333d60296ae4ac4f2896444b0d5f5895adf83a05b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02896",
    "kind": "arxiv",
    "version": 1
  }
}