Pith Number

pith:R4DS4XX7

pith:2024:R4DS4XX7OZAF2X5SNKGLQY3TQZ

not attested not anchored not stored refs pending

Symbolic regression via MDLformer-guided search: from minimizing prediction error to minimizing description length

Depeng Jin, Jingtao Ding, Yong Li, Zihan Yu

arxiv:2411.03753 v3 · 2024-11-06 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R4DS4XX7OZAF2X5SNKGLQY3TQZ}

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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

EditSR: Enhancing Neural Symbolic Regression via Edit-based Rectification

Receipt and verification

First computed	2026-07-05T12:07:56.023102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f072e5eff76405d5fb26a8cb863738662feac994a45378ab0faa38ba727104f

Aliases

arxiv: 2411.03753 · arxiv_version: 2411.03753v3 · doi: 10.48550/arxiv.2411.03753 · pith_short_12: R4DS4XX7OZAF · pith_short_16: R4DS4XX7OZAF2X5S · pith_short_8: R4DS4XX7

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/R4DS4XX7OZAF2X5SNKGLQY3TQZ \
  | 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: 8f072e5eff76405d5fb26a8cb863738662feac994a45378ab0faa38ba727104f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3cf9903e63d06e4c06b19611e0e5a050c6afe8849af7165fff8ae69a3f7e464b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-06T08:29:46Z",
    "title_canon_sha256": "d09c783e73291988a1f4b56cee46fd45d9e573c8346dde4f00b9b49ca91bd648"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.03753",
    "kind": "arxiv",
    "version": 3
  }
}