Pith Number

pith:6GIRV32E

pith:2023:6GIRV32EBQOA4KD6YXXPAPQD52

not attested not anchored not stored refs pending

Utilizing Explainability Techniques for Reinforcement Learning Model Assurance

Alexander Tapley, Brett Bissey, Joseph Weissman, Kyle Gatesman, Luis Robaina

arxiv:2311.15838 v1 · 2023-11-27 · 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{6GIRV32EBQOA4KD6YXXPAPQD52}

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	2026-07-05T07:17:10.231838Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1911aef440c1c0e287ec5eef03e03ee913241b7ceef9db4cf900d538be157e7

Aliases

arxiv: 2311.15838 · arxiv_version: 2311.15838v1 · doi: 10.48550/arxiv.2311.15838 · pith_short_12: 6GIRV32EBQOA · pith_short_16: 6GIRV32EBQOA4KD6 · pith_short_8: 6GIRV32E

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/6GIRV32EBQOA4KD6YXXPAPQD52 \
  | 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: f1911aef440c1c0e287ec5eef03e03ee913241b7ceef9db4cf900d538be157e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29a5d657876242170f8e8d034bae48051e189e4aa8ea9670512b31a0b44acfb9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-27T14:02:47Z",
    "title_canon_sha256": "f05ad477dfd743211af41813568ab6db9d66155e07e969fed8eb44061cd05416"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.15838",
    "kind": "arxiv",
    "version": 1
  }
}