Pith Number

pith:6JFS4VXW

pith:2021:6JFS4VXWZUWFKNJB5T7VDS3FV7

not attested not anchored not stored refs pending

SymbolicGPT: A Generative Transformer Model for Symbolic Regression

Ali Ghodsi, Bowen You, Maysum Panju, Mojtaba Valipour

arxiv:2106.14131 v1 · 2021-06-27 · cs.LG · cs.CL · cs.SC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6JFS4VXWZUWFKNJB5T7VDS3FV7}

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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

6 papers in Pith

LLM-ACES: Closed-Loop Discovery of Dynamical Systems with LLM-Guided Adaptive Search

EditSR: Enhancing Neural Symbolic Regression via Edit-based Rectification

ChatSR: Multimodal Large Language Models for Scientific Formula Discovery

In Context Learning and Reasoning for Symbolic Regression with Large Language Models

Symbolic Density Estimation for Discrete Distributions

Receipt and verification

First computed	2026-07-05T02:52:47.547215Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f24b2e56f6cd2c553521ecff51cb65aff7cf18890d3fb8fb269496d8632bacab

Aliases

arxiv: 2106.14131 · arxiv_version: 2106.14131v1 · doi: 10.48550/arxiv.2106.14131 · pith_short_12: 6JFS4VXWZUWF · pith_short_16: 6JFS4VXWZUWFKNJB · pith_short_8: 6JFS4VXW

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/6JFS4VXWZUWFKNJB5T7VDS3FV7 \
  | 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: f24b2e56f6cd2c553521ecff51cb65aff7cf18890d3fb8fb269496d8632bacab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d210a96ff574f6312280d056cea60d398f75119f50eaaad63d75f88e78deaa9",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SC"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-27T03:26:35Z",
    "title_canon_sha256": "272c2efd5cceec2c26437063fb43106c840d322c7fd47896768fc2f174729ec4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.14131",
    "kind": "arxiv",
    "version": 1
  }
}