Pith Number

pith:SM7F4YBX

pith:2025:SM7F4YBXISVWMP277GB7XZMO7C

not attested not anchored not stored refs pending

The Geometry of Nonlinear Reinforcement Learning

Nico Scherf, Nikola Milosevic

arxiv:2509.01432 v1 · 2025-09-01 · 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{SM7F4YBXISVWMP277GB7XZMO7C}

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

Priced Motion Through Optimal Faces: A Normal-Fan Geometry for Non-Stationary Adversarial MDPs

Receipt and verification

First computed	2026-07-05T12:03:00.849197Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

933e5e603744ab663f5ff983fbe58ef8903e1bedf52c86a9bb007fe358ce5d59

Aliases

arxiv: 2509.01432 · arxiv_version: 2509.01432v1 · doi: 10.48550/arxiv.2509.01432 · pith_short_12: SM7F4YBXISVW · pith_short_16: SM7F4YBXISVWMP27 · pith_short_8: SM7F4YBX

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/SM7F4YBXISVWMP277GB7XZMO7C \
  | 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: 933e5e603744ab663f5ff983fbe58ef8903e1bedf52c86a9bb007fe358ce5d59

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c7ae4474741785a1730f20e2d81203178821f09cbd699bba3d4bd8484f650b9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-01T12:42:43Z",
    "title_canon_sha256": "dfaf80a3d59fedf4c83fac0fe17f1cf65435981e1442510f3bdf6244fa9aeb42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.01432",
    "kind": "arxiv",
    "version": 1
  }
}