Pith Number

pith:ZFQN5GPF

pith:2019:ZFQN5GPFYSBCZDQ2GU2ELIP65F

not attested not anchored not stored refs pending

Generation of Policy-Level Explanations for Reinforcement Learning

Manuela Veloso, Nicholay Topin

arxiv:1905.12044 v1 · 2019-05-28 · cs.LG · cs.AI · 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{ZFQN5GPFYSBCZDQ2GU2ELIP65F}

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.

Receipt and verification

First computed	2026-05-17T23:44:49.117763Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c960de99e5c4822c8e1a353445a1fee975cc60a46280a8c040860a4f467e34b5

Aliases

arxiv: 1905.12044 · arxiv_version: 1905.12044v1 · doi: 10.48550/arxiv.1905.12044 · pith_short_12: ZFQN5GPFYSBC · pith_short_16: ZFQN5GPFYSBCZDQ2 · pith_short_8: ZFQN5GPF

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/ZFQN5GPFYSBCZDQ2GU2ELIP65F \
  | 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: c960de99e5c4822c8e1a353445a1fee975cc60a46280a8c040860a4f467e34b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85d58eecb6b3c72dcb29458f3c876ac4b069c000473d8d671275865a21d4e6cb",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-28T19:33:49Z",
    "title_canon_sha256": "00af7d07fa030c05928d02a9eec2ff99de28b45a9ea76ba6710385ca6dabd152"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.12044",
    "kind": "arxiv",
    "version": 1
  }
}