Pith Number

pith:FL6E2B4S

pith:2025:FL6E2B4SPLDRP2YYOJQNDF43OA

not attested not anchored not stored refs pending

DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience

Boxiao Wang, Jian Cheng, Kai Li, Runxiang Wang, Yifan Zhang

arxiv:2506.04282 v1 · 2025-06-04 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FL6E2B4SPLDRP2YYOJQNDF43OA}

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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

6 papers in Pith

FunctionEvolve: Structure-Guided Symbolic Regression with LLMs

LLM-driven design of physics-constrained constitutive models: two agents are better than one

Identifying Topological Invariants of Non-Hermitian Systems via Domain-Adaptive Multimodal Model for Mathematics

STRIDE: A Self-Reflective Agent Framework for Reliable Automatic Equation Discovery

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs

Receipt and verification

First computed	2026-07-05T11:16:11.644068Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2afc4d07927ac717eb187260d1979b701bebab8249ff3f4294e1207e18a70c2b

Aliases

arxiv: 2506.04282 · arxiv_version: 2506.04282v1 · doi: 10.48550/arxiv.2506.04282 · pith_short_12: FL6E2B4SPLDR · pith_short_16: FL6E2B4SPLDRP2YY · pith_short_8: FL6E2B4S

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/FL6E2B4SPLDRP2YYOJQNDF43OA \
  | 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: 2afc4d07927ac717eb187260d1979b701bebab8249ff3f4294e1207e18a70c2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ec464b6b111656f6b42deea1886c56f46cef9a71f376de46165c1201145f90c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-04T04:52:34Z",
    "title_canon_sha256": "8e0021d99f49d37f311c9d0b868d956909d4e334ecd3726e6f57b4683ed3543d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.04282",
    "kind": "arxiv",
    "version": 1
  }
}