Pith Number

pith:I4YU5LSX

pith:2025:I4YU5LSXFIBCZCP4BKITAVSHSY

not attested not anchored not stored refs pending

Explainable Reinforcement Learning via Temporal Policy Decomposition

Alessio Russo, Franco Ruggeri, Karl Henrik Johansson, Rafia Inam

arxiv:2501.03902 v1 · 2025-01-07 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I4YU5LSXFIBCZCP4BKITAVSHSY}

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

Verification-Guided Falsification for Safe RL via Explainable Abstraction and Risk-Aware Exploration

Receipt and verification

First computed	2026-07-05T09:58:03.189943Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47314eae572a022c89fc0a913056479613fda881c3ff5d46ec9cba13303be5f9

Aliases

arxiv: 2501.03902 · arxiv_version: 2501.03902v1 · doi: 10.48550/arxiv.2501.03902 · pith_short_12: I4YU5LSXFIBC · pith_short_16: I4YU5LSXFIBCZCP4 · pith_short_8: I4YU5LSX

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/I4YU5LSXFIBCZCP4BKITAVSHSY \
  | 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: 47314eae572a022c89fc0a913056479613fda881c3ff5d46ec9cba13303be5f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "064b08e776667f1bcf7ea6de2f934d24b6f153973d6b768f9997da7ee3cd455b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-07T16:10:09Z",
    "title_canon_sha256": "e277036bf882cde12e2961880954c05b9b3adb3d8660d91675bdc85f8b9e92d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.03902",
    "kind": "arxiv",
    "version": 1
  }
}