Pith Number

pith:OSLFIVWM

pith:2023:OSLFIVWMN66U6KWRGS655HMHWL

not attested not anchored not stored refs pending

Sample-efficient Multi-objective Molecular Optimization with GFlowNets

Chang-Yu Hsieh, Chaowen Hu, Jiahuan Yan, Jialu Wu, Jian Wu, Tingjun Hou, Yiheng Zhu

arxiv:2302.04040 v2 · 2023-02-08 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{OSLFIVWMN66U6KWRGS655HMHWL}

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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

2 papers in Pith

ToolMol: Evolutionary Agentic Framework for Multi-objective Drug Discovery

Receipt and verification

First computed	2026-07-05T07:08:05.181155Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74965456cc6fbd4f2ad134bdde9d87b2c53a08471beaae5c0e4e880fb83eb60e

Aliases

arxiv: 2302.04040 · arxiv_version: 2302.04040v2 · doi: 10.48550/arxiv.2302.04040 · pith_short_12: OSLFIVWMN66U · pith_short_16: OSLFIVWMN66U6KWR · pith_short_8: OSLFIVWM

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/OSLFIVWMN66U6KWRGS655HMHWL \
  | 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: 74965456cc6fbd4f2ad134bdde9d87b2c53a08471beaae5c0e4e880fb83eb60e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a696585b0eab1ebca4fa12aed9b30d37a4a95607e90fa0ddfb900de9a51d0dce",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-08T13:30:28Z",
    "title_canon_sha256": "3788e7b487b995a8d4407fa9b95610894feb48cf0e1732ba1c48c77d9c545e11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.04040",
    "kind": "arxiv",
    "version": 2
  }
}