Pith Number

pith:MWUYBZSI

pith:2020:MWUYBZSIDQ3SWDQ6G3CBL2ZZZP

not attested not anchored not stored refs pending

Discovering Symbolic Models from Deep Learning with Inductive Biases

Alvaro Sanchez-Gonzalez, David Spergel, Kyle Cranmer, Miles Cranmer, Peter Battaglia, Rui Xu, Shirley Ho

arxiv:2006.11287 v2 · 2020-06-19 · cs.LG · astro-ph.CO · astro-ph.IM · physics.comp-ph · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MWUYBZSIDQ3SWDQ6G3CBL2ZZZP}

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

11 papers in Pith

EML-CD: Causal Mechanism Recovery via EML Symbolic Trees in Structure Learning

Self-Revising Discovery Systems for Science: A Categorical Framework for Agentic Artificial Intelligence

Sample Complexity of Scientific Discovery: PAC Learnability of Compositional Function Trees

Physics-guided discovery of dynamical dark-energy equations of state through iterative AI reasoning

Predicting intermediate-mass black hole formation in star clusters with machine learning

Receipt and verification

First computed	2026-07-05T01:52:35.939190Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65a980e6481c372b0e1e36c415eb39cbfcdd73b4fb7d2b506ca0108a975f9057

Aliases

arxiv: 2006.11287 · arxiv_version: 2006.11287v2 · doi: 10.48550/arxiv.2006.11287 · pith_short_12: MWUYBZSIDQ3S · pith_short_16: MWUYBZSIDQ3SWDQ6 · pith_short_8: MWUYBZSI

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/MWUYBZSIDQ3SWDQ6G3CBL2ZZZP \
  | 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: 65a980e6481c372b0e1e36c415eb39cbfcdd73b4fb7d2b506ca0108a975f9057

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84d3d6a5aefdfcd70ba3e756d31ea4d4a92482a1a2617e6f53441f8ae339ce3d",
    "cross_cats_sorted": [
      "astro-ph.CO",
      "astro-ph.IM",
      "physics.comp-ph",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-19T18:00:00Z",
    "title_canon_sha256": "006f1cc6bc1547ede6150d2893441e85c3ee0e53f8500579b380e6bd68a3ecc6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.11287",
    "kind": "arxiv",
    "version": 2
  }
}