Pith Number

pith:4BIRRFLB

pith:2022:4BIRRFLBVSCPSR57JZUCKBINOZ

not attested not anchored not stored refs pending

A Survey on Explainable Reinforcement Learning: Concepts, Algorithms, Challenges

Huiqiong Wang, Jie Song, Kaixuan Chen, Mingli Song, Shunyu Liu, Yang Zhou, Yunpeng Qing

arxiv:2211.06665 v6 · 2022-11-12 · 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{4BIRRFLBVSCPSR57JZUCKBINOZ}

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

3 papers in Pith

Themis: An explainable AI-enabled framework for Reinforcement Learning with Human Feedback

A Differentiable Atari VCS:A Complex, Fully Known Ground Truth for Explainable AI

BiTrajDiff: Bidirectional Trajectory Generation with Diffusion Models for Offline Reinforcement Learning

Receipt and verification

First computed	2026-07-05T12:01:16.919871Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e051189561ac84f947bf4e6825050d7666d56d1ba047aa30993a56c7b50cdc04

Aliases

arxiv: 2211.06665 · arxiv_version: 2211.06665v6 · doi: 10.48550/arxiv.2211.06665 · pith_short_12: 4BIRRFLBVSCP · pith_short_16: 4BIRRFLBVSCPSR57 · pith_short_8: 4BIRRFLB

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/4BIRRFLBVSCPSR57JZUCKBINOZ \
  | 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: e051189561ac84f947bf4e6825050d7666d56d1ba047aa30993a56c7b50cdc04

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8bf6f3e567f8a5bc400dd789fabb12988c5bdd2b3aa67154b891851dfae9b606",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-12T13:52:06Z",
    "title_canon_sha256": "d7bb937d5d2ad3fb979aa990aab5e7dc92850a835b3cc8e325721ff30657ffda"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.06665",
    "kind": "arxiv",
    "version": 6
  }
}