Pith Number

pith:ISCUR4AY

pith:2019:ISCUR4AYTGHF4DP5SVHG67EF4Q

not attested not anchored not stored refs pending

Deep Learning for Symbolic Mathematics

Fran\c{c}ois Charton, Guillaume Lample

arxiv:1912.01412 v1 · 2019-12-02 · cs.SC · 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{ISCUR4AYTGHF4DP5SVHG67EF4Q}

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

13 papers in Pith

EditSR: Enhancing Neural Symbolic Regression via Edit-based Rectification

Symbolic Regression via Latent Iterative Refinement

Training Verifiers to Solve Math Word Problems

Statistical Patterns in the Equations of Physics and the Emergence of a Meta-Law of Nature

Generative Language Modeling for Automated Theorem Proving

Receipt and verification

First computed	2026-07-05T00:23:30.822596Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

448548f018998e5e0dfd954e6f7c85e435ddd7da9234d89fbb9bcf10543a7416

Aliases

arxiv: 1912.01412 · arxiv_version: 1912.01412v1 · doi: 10.48550/arxiv.1912.01412 · pith_short_12: ISCUR4AYTGHF · pith_short_16: ISCUR4AYTGHF4DP5 · pith_short_8: ISCUR4AY

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/ISCUR4AYTGHF4DP5SVHG67EF4Q \
  | 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: 448548f018998e5e0dfd954e6f7c85e435ddd7da9234d89fbb9bcf10543a7416

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c333c21c5dc7a0dbbccdfaa23bff375b8d2eadd1e6f3b8a7d476df39eef50975",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SC",
    "submitted_at": "2019-12-02T15:05:24Z",
    "title_canon_sha256": "18dcdf905689c5d101d0b36797994ab501c6a8a3e53f88ce78b0d22154455851"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.01412",
    "kind": "arxiv",
    "version": 1
  }
}