Pith Number

pith:MH6DL3P4

pith:2018:MH6DL3P4NJTYLNAM6TKNCDFXIB

not attested not anchored not stored refs pending

Transparency and Explanation in Deep Reinforcement Learning Neural Networks

Huao Li, Katia Sycara, Michael Lewis, Rahul Iyer, Ramitha Sundar, Yuezhang Li

arxiv:1809.06061 v1 · 2018-09-17 · cs.LG · 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{MH6DL3P4NJTYLNAM6TKNCDFXIB}

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	2026-05-18T00:05:35.765939Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61fc35edfc6a6785b40cf4d4d10cb7405cfa7e98aa03194ea7fa9e4b292c7ce6

Aliases

arxiv: 1809.06061 · arxiv_version: 1809.06061v1 · doi: 10.48550/arxiv.1809.06061 · pith_short_12: MH6DL3P4NJTY · pith_short_16: MH6DL3P4NJTYLNAM · pith_short_8: MH6DL3P4

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/MH6DL3P4NJTYLNAM6TKNCDFXIB \
  | 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: 61fc35edfc6a6785b40cf4d4d10cb7405cfa7e98aa03194ea7fa9e4b292c7ce6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc5bce2578b73080e5c02b5b3b817aaa3c5425bd6512c7e2df8bc5d48cf18519",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-09-17T07:56:35Z",
    "title_canon_sha256": "37933a29dc0d3f966f23bf95d4db21737f90308303393b9927173aa092071550"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.06061",
    "kind": "arxiv",
    "version": 1
  }
}