Pith Number

pith:IXD7OKBR

pith:2022:IXD7OKBRSULYXCMA5O677EM2E3

not attested not anchored not stored refs pending

End-to-end symbolic regression with transformers

Fran\c{c}ois Charton, Guillaume Lample, Pierre-Alexandre Kamienny, St\'ephane d'Ascoli

arxiv:2204.10532 v1 · 2022-04-22 · 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{IXD7OKBRSULYXCMA5O677EM2E3}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Discovering interpretable low-dimensional dynamics using maximum entropy

Receipt and verification

First computed	2026-07-05T04:16:58.152293Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45c7f7283195178b8980ebbdff919a26e46dc4e28742ab6e2216fbd08a5b93fa

Aliases

arxiv: 2204.10532 · arxiv_version: 2204.10532v1 · doi: 10.48550/arxiv.2204.10532 · pith_short_12: IXD7OKBRSULY · pith_short_16: IXD7OKBRSULYXCMA · pith_short_8: IXD7OKBR

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/IXD7OKBRSULYXCMA5O677EM2E3 \
  | 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: 45c7f7283195178b8980ebbdff919a26e46dc4e28742ab6e2216fbd08a5b93fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "166fb3875a559ee2b1806de5af87ad89d62a538351b3716f9196ef6562116f2c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-22T06:55:43Z",
    "title_canon_sha256": "cf5cc1aa64cb137c619a0c4c6d9011a91176d8d57f3bef4f16ccc7d279d72458"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.10532",
    "kind": "arxiv",
    "version": 1
  }
}