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Pith Number

pith:3HKYS33U

pith:2024:3HKYS33U4HKCQKLA67ZK55NW2R
not attested not anchored not stored refs pending

Generative Flows on Discrete State-Spaces: Enabling Multimodal Flows with Applications to Protein Co-Design

Andrew Campbell, Jason Yim, Regina Barzilay, Tommi Jaakkola, Tom Rainforth

arxiv:2402.04997 v2 · 2024-02-07 · stat.ML · cs.LG · q-bio.QM

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\usepackage{pith}
\pithnumber{3HKYS33U4HKCQKLA67ZK55NW2R}

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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

19 papers in Pith

Flexible Flows for Biological Sequence Design
Hacking Generative Perplexity: Why Unconditional Text Evaluation Needs Distributional Metrics
Generative Molecular Morphing for Flexible-Size Design via Unbalanced Optimal Transport
D-Flow: Multi-modality Flow Matching for D-peptide Design
ConTact: Contact-First Antibody CDR Design via Explicit Interface Reasoning
Receipt and verification
First computed 2026-07-05T08:28:05.690000Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d9d5896f74e1d4282960f7f2aef5b6d45734b2a2c6918941b5314ad35ce45e76

Aliases

arxiv: 2402.04997 · arxiv_version: 2402.04997v2 · doi: 10.48550/arxiv.2402.04997 · pith_short_12: 3HKYS33U4HKC · pith_short_16: 3HKYS33U4HKCQKLA · pith_short_8: 3HKYS33U
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/3HKYS33U4HKCQKLA67ZK55NW2R \
  | 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: d9d5896f74e1d4282960f7f2aef5b6d45734b2a2c6918941b5314ad35ce45e76
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "b5e0e430d016823bc983cac2c0ab1cf8cedd02cb55ef2e37c8d9af556b443ea0",
    "cross_cats_sorted": [
      "cs.LG",
      "q-bio.QM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-07T16:15:36Z",
    "title_canon_sha256": "460e1346dedee44728393ed7b2cd2355ae14eccceb3beedb8c22538aec7579c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04997",
    "kind": "arxiv",
    "version": 2
  }
}