Pith Number

pith:B6GFDHIM

pith:2022:B6GFDHIM7PPV5HPGUNHWGHOC4E

not attested not anchored not stored refs pending

Composing Ensembles of Pre-trained Models via Iterative Consensus

Antonio Torralba, Igor Mordatch, Joshua B. Tenenbaum, Shuang Li, Yilun Du

arxiv:2210.11522 v1 · 2022-10-20 · cs.CV · cs.AI · 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{B6GFDHIM7PPV5HPGUNHWGHOC4E}

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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.

Cited by

1 paper in Pith

Improving Factuality and Reasoning in Language Models through Multiagent Debate

Receipt and verification

First computed	2026-07-05T05:08:54.459608Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f8c519d0cfbdf5e9de6a34f631dc2e1032089f406919ded733e523fcbf7ef21

Aliases

arxiv: 2210.11522 · arxiv_version: 2210.11522v1 · doi: 10.48550/arxiv.2210.11522 · pith_short_12: B6GFDHIM7PPV · pith_short_16: B6GFDHIM7PPV5HPG · pith_short_8: B6GFDHIM

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/B6GFDHIM7PPV5HPGUNHWGHOC4E \
  | 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: 0f8c519d0cfbdf5e9de6a34f631dc2e1032089f406919ded733e523fcbf7ef21

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6bf55e1984bbc8a8fe9b9a3f2c7e1d6cebe2cca5a8d5e7c51d637b9929818cb3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-10-20T18:46:31Z",
    "title_canon_sha256": "c5880cbf8be4e472c1fcd123564e85fed769ea6e7398a55986755044618e1d5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.11522",
    "kind": "arxiv",
    "version": 1
  }
}