Pith Number

pith:TBWBXKB4

pith:2024:TBWBXKB4S72WZ5423227R3R7BD

not attested not anchored not stored refs pending

In-Context Symbolic Regression: Leveraging Large Language Models for Function Discovery

Katsiaryna Haitsiukevich, Matteo Merler, Nicola Dainese, Pekka Marttinen

arxiv:2404.19094 v2 · 2024-04-29 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{TBWBXKB4S72WZ5423227R3R7BD}

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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

Programmatic Context Augmentation for LLM-based Symbolic Regression

Receipt and verification

First computed	2026-07-05T09:12:05.945049Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

986c1ba83c97f56cf79adeb5f8ee3f08eb27542859a1200db21cefcbe0b3faf3

Aliases

arxiv: 2404.19094 · arxiv_version: 2404.19094v2 · doi: 10.48550/arxiv.2404.19094 · pith_short_12: TBWBXKB4S72W · pith_short_16: TBWBXKB4S72WZ542 · pith_short_8: TBWBXKB4

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/TBWBXKB4S72WZ5423227R3R7BD \
  | 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: 986c1ba83c97f56cf79adeb5f8ee3f08eb27542859a1200db21cefcbe0b3faf3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a6c3eaa92ea1334c7c083a8cf590bb1323233bcad659acdf4293a493d19a7a6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-29T20:19:25Z",
    "title_canon_sha256": "95815184e110bd5622844301c0f231b27e988f7c451839dce48eac3422e5854a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.19094",
    "kind": "arxiv",
    "version": 2
  }
}