Pith Number

pith:Q64DTL4K

pith:2022:Q64DTL4KJ6IWXOSVBMQCXPHFLZ

not attested not anchored not stored refs pending

Biological Sequence Design with GFlowNets

Alex-Hernandez Garcia, Bonaventure F. P. Dossou, Chanakya Ekbote, Dinghuai Zhang, Emmanuel Bengio, Jarrid Rector-Brooks, Jie Fu, Lena Simine, Micheal Kilgour, Moksh Jain, Payel Das, Tianyu Zhang, Yoshua Bengio

arxiv:2203.04115 v3 · 2022-03-02 · q-bio.BM · 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{Q64DTL4KJ6IWXOSVBMQCXPHFLZ}

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.

Cited by

1 paper in Pith

Semantic Communication meets System 2 ML: How Abstraction, Compositionality and Emergent Languages Shape Intelligence

Receipt and verification

First computed	2026-07-05T06:13:14.792516Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87b839af8a4f916bba550b202bbce55e4f5e7eb75a1a24a46fe2859a22e1c722

Aliases

arxiv: 2203.04115 · arxiv_version: 2203.04115v3 · doi: 10.48550/arxiv.2203.04115 · pith_short_12: Q64DTL4KJ6IW · pith_short_16: Q64DTL4KJ6IWXOSV · pith_short_8: Q64DTL4K

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/Q64DTL4KJ6IWXOSVBMQCXPHFLZ \
  | 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: 87b839af8a4f916bba550b202bbce55e4f5e7eb75a1a24a46fe2859a22e1c722

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff18af3c436b519e0694184800fc4f8eb6b6c993ed81fd21ecfb5961419f1d47",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.BM",
    "submitted_at": "2022-03-02T15:53:38Z",
    "title_canon_sha256": "929f6a35c074e7e8ce41839e4f14eb2a9fb44ee7ef1c5c908308b8eb0fcd051e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.04115",
    "kind": "arxiv",
    "version": 3
  }
}