Pith Number

pith:K263PJRZ

pith:2019:K263PJRZMISCRBMGHNWU77C7IU

not attested not anchored not stored refs pending

Interestingness Elements for Explainable Reinforcement Learning: Understanding Agents' Capabilities and Limitations

Melinda Gervasio, Pedro Sequeira

arxiv:1912.09007 v2 · 2019-12-19 · cs.LG · cs.AI · cs.HC · 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{K263PJRZMISCRBMGHNWU77C7IU}

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	2026-07-05T01:28:18.472711Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56bdb7a63962242885863b6d4ffc5f453c21fb4846ae3a4e6e51b55078f6d838

Aliases

arxiv: 1912.09007 · arxiv_version: 1912.09007v2 · doi: 10.48550/arxiv.1912.09007 · pith_short_12: K263PJRZMISC · pith_short_16: K263PJRZMISCRBMG · pith_short_8: K263PJRZ

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/K263PJRZMISCRBMGHNWU77C7IU \
  | 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: 56bdb7a63962242885863b6d4ffc5f453c21fb4846ae3a4e6e51b55078f6d838

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15d7a4a219df772651556ae6259e096035e7b4017e3e5f91531ed386a817271b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-19T03:46:22Z",
    "title_canon_sha256": "7222b20cfa0a6bd07d62243deecd41ef2dadae482ff0b59687de44adc09b906c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.09007",
    "kind": "arxiv",
    "version": 2
  }
}