Pith Number

pith:KEOCL4DE

pith:2021:KEOCL4DEIUMNBYF7TBRIDEEE2C

not attested not anchored not stored refs pending

Symbolic Regression via Neural-Guided Genetic Programming Population Seeding

Brenden K. Petersen, Claudio P. Santiago, Daniel M. Faissol, Mikel Landajuela, Ruben Glatt, T. Nathan Mundhenk

arxiv:2111.00053 v2 · 2021-10-29 · cs.NE · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KEOCL4DEIUMNBYF7TBRIDEEE2C}

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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

8 papers in Pith

FunctionEvolve: Structure-Guided Symbolic Regression with LLMs

ChatSR: Multimodal Large Language Models for Scientific Formula Discovery

GESR: A Genetic Programming-Based Symbolic Regression Method with Gene Editing

From Data to Theory: Autonomous Large Language Model Agents for Materials Science

GESR: A Genetic Programming-Based Symbolic Regression Method with Gene Editing

Receipt and verification

First computed	2026-07-05T03:33:08.997697Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

511c25f0644518d0e0bf9862819084d0a71401588ec5e00baee4cb41f0081aff

Aliases

arxiv: 2111.00053 · arxiv_version: 2111.00053v2 · doi: 10.48550/arxiv.2111.00053 · pith_short_12: KEOCL4DEIUMN · pith_short_16: KEOCL4DEIUMNBYF7 · pith_short_8: KEOCL4DE

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/KEOCL4DEIUMNBYF7TBRIDEEE2C \
  | 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: 511c25f0644518d0e0bf9862819084d0a71401588ec5e00baee4cb41f0081aff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4028fbaa01350e8049e6d296fdb3e4216c44c74bb8bea9bc51ede7e0ff4b455",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2021-10-29T19:26:41Z",
    "title_canon_sha256": "1e7f7493edbae58271279fa21a69e742fb939d3491de38d6eeaf87a552f53111"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.00053",
    "kind": "arxiv",
    "version": 2
  }
}