Pith Number

pith:KFGKEPJA

pith:2022:KFGKEPJAT6W2R3GEX4U4RON745

not attested not anchored not stored refs pending

Experiential Explanations for Reinforcement Learning

Amal Alabdulkarim, Gennie Mansi, Kaely Hall, Madhuri Singh, Mark O. Riedl, Upol Ehsan

arxiv:2210.04723 v5 · 2022-10-10 · cs.AI · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KFGKEPJAT6W2R3GEX4U4RON745}

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

Unveiling the Black Box: A Multi-Layer Framework for Explaining Reinforcement Learning-Based Cyber Agents

Receipt and verification

First computed	2026-07-05T10:49:02.115231Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

514ca23d209fada8ecc4bf29c8b9bfe7578ea9ba4e2ca46df064b55dd1036d69

Aliases

arxiv: 2210.04723 · arxiv_version: 2210.04723v5 · doi: 10.48550/arxiv.2210.04723 · pith_short_12: KFGKEPJAT6W2 · pith_short_16: KFGKEPJAT6W2R3GE · pith_short_8: KFGKEPJA

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/KFGKEPJAT6W2R3GEX4U4RON745 \
  | 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: 514ca23d209fada8ecc4bf29c8b9bfe7578ea9ba4e2ca46df064b55dd1036d69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce481f17595f7afb5ccebebac09af0fcbcb40258573ccfd6b48c45c02e3126b1",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-10-10T14:27:53Z",
    "title_canon_sha256": "c62c0de35da88261a3c681311eb9d6fb65da4d70ce5fd86efae216bf1581aa72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.04723",
    "kind": "arxiv",
    "version": 5
  }
}