Pith Number

pith:ZHM4IAXX

pith:2023:ZHM4IAXXT344NYMVIEN3TPV6WU

not attested not anchored not stored refs pending

Symbolic Regression as Feature Engineering Method for Machine and Deep Learning Regression Tasks

Assaf Shmuel, Oren Glickman, Teddy Lazebnik

arxiv:2311.06028 v1 · 2023-11-10 · 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{ZHM4IAXXT344NYMVIEN3TPV6WU}

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.

Receipt and verification

First computed	2026-07-05T08:32:32.802975Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9d9c402f79ef9c6e195411bb9bebeb53918a1d310c29133b7afdd68577ab0e1

Aliases

arxiv: 2311.06028 · arxiv_version: 2311.06028v1 · doi: 10.48550/arxiv.2311.06028 · pith_short_12: ZHM4IAXXT344 · pith_short_16: ZHM4IAXXT344NYMV · pith_short_8: ZHM4IAXX

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/ZHM4IAXXT344NYMVIEN3TPV6WU \
  | 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: c9d9c402f79ef9c6e195411bb9bebeb53918a1d310c29133b7afdd68577ab0e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b87f0680d3c4ea5cc9b77b178860bfa0312825ffc1427e0b278f6a043260a514",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-10T12:34:28Z",
    "title_canon_sha256": "22c253be7c315da38fed456cba3118e5fe798b6120cfbb274179753d037fe057"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.06028",
    "kind": "arxiv",
    "version": 1
  }
}