Pith Number

pith:HHCEIZFO

pith:2022:HHCEIZFOXQKUMUJIT6QC2G2MJQ

not attested not anchored not stored refs pending

GSR: A Generalized Symbolic Regression Approach

Dehong Liu, Kamal Youcef-Toumi, Tony Tohme

arxiv:2205.15569 v2 · 2022-05-31 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HHCEIZFOXQKUMUJIT6QC2G2MJQ}

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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

Data Enrichment for Symbolic Regression Using Diffusion Models

Receipt and verification

First computed	2026-07-05T05:31:14.902158Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39c44464aebc154651289fa02d1b4c4c00d3a0b505fcf5fbb9a027e6babfdff0

Aliases

arxiv: 2205.15569 · arxiv_version: 2205.15569v2 · doi: 10.48550/arxiv.2205.15569 · pith_short_12: HHCEIZFOXQKU · pith_short_16: HHCEIZFOXQKUMUJI · pith_short_8: HHCEIZFO

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/HHCEIZFOXQKUMUJIT6QC2G2MJQ \
  | 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: 39c44464aebc154651289fa02d1b4c4c00d3a0b505fcf5fbb9a027e6babfdff0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32d87c2e02f354702ebe296b697bec1a6d06028c42643df6d14a47f8605bafb5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-31T07:20:17Z",
    "title_canon_sha256": "8c4518f64a7cbe57574e82c7ac2737fde9d4684ee51b540229858ae18fd26d6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.15569",
    "kind": "arxiv",
    "version": 2
  }
}