Pith Number

pith:IUCZFJFH

pith:2025:IUCZFJFH5K4XJVTLCD2WHQ3LCA

not attested not anchored not stored refs pending

Learning Nonlinear Causal Reductions to Explain Reinforcement Learning Policies

Armin Keki\'c, Bernhard Sch\"olkopf, Dieter B\"uchler, Jan Schneider, Michel Besserve

arxiv:2507.14901 v1 · 2025-07-20 · stat.ML · cs.AI · 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{IUCZFJFH5K4XJVTLCD2WHQ3LCA}

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

1 paper in Pith

From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning

Receipt and verification

First computed	2026-07-05T11:40:15.307243Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

450592a4a7eab974d66b10f563c36b102445a31d34a504e527b7ad746e07e150

Aliases

arxiv: 2507.14901 · arxiv_version: 2507.14901v1 · doi: 10.48550/arxiv.2507.14901 · pith_short_12: IUCZFJFH5K4X · pith_short_16: IUCZFJFH5K4XJVTL · pith_short_8: IUCZFJFH

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/IUCZFJFH5K4XJVTLCD2WHQ3LCA \
  | 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: 450592a4a7eab974d66b10f563c36b102445a31d34a504e527b7ad746e07e150

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6565a29cc3131569fe4bcb58e6fdc965191db790855686f40eb1bf7bc35ffa1e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-07-20T10:25:24Z",
    "title_canon_sha256": "58780974594671a77a8397c4c2dd7b8e2edc5585440c04fb3984aaa9799cafc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14901",
    "kind": "arxiv",
    "version": 1
  }
}