Pith Number

pith:6UHMIC74

pith:2025:6UHMIC74JTMLIZRWNMLBHL2H4I

not attested not anchored not stored refs pending

Exploiting Edited Large Language Models as General Scientific Optimizers

Hong Wang, Qitan Lv, Tianyu Liu

arxiv:2503.09620 v2 · 2025-03-08 · math.OC · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6UHMIC74JTMLIZRWNMLBHL2H4I}

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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

Breaking Bad Molecules: Are MLLMs Ready for Structure-Level Molecular Detoxification?

Receipt and verification

First computed	2026-07-05T10:32:41.336983Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f50ec40bfc4cd8b466366b1613af47e23de4f6993181917b5d1ac79934e17fa8

Aliases

arxiv: 2503.09620 · arxiv_version: 2503.09620v2 · doi: 10.48550/arxiv.2503.09620 · pith_short_12: 6UHMIC74JTML · pith_short_16: 6UHMIC74JTMLIZRW · pith_short_8: 6UHMIC74

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/6UHMIC74JTMLIZRWNMLBHL2H4I \
  | 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: f50ec40bfc4cd8b466366b1613af47e23de4f6993181917b5d1ac79934e17fa8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1afe1918e01f6f15231e084b29fc46ea30e35fafc9e2850a2eedc0be2f13cf5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2025-03-08T18:01:11Z",
    "title_canon_sha256": "35c157027779c19aee4e1eff68849fc948e7b5f1fc0415fd8ceed2eca8e4a414"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09620",
    "kind": "arxiv",
    "version": 2
  }
}