Pith Number

pith:CS3DV2TC

pith:2018:CS3DV2TCJ33JF4PQYVXQ5TRWZF

not attested not anchored not stored refs pending

Model-Based Regularization for Deep Reinforcement Learning with Transcoder Networks

Felix Leibfried, Peter Vrancx

arxiv:1809.01906 v2 · 2018-09-06 · 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{CS3DV2TCJ33JF4PQYVXQ5TRWZF}

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	2026-05-18T00:00:18.171772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14b63aea624ef692f1f0c56f0ece36c97d5b91495a2af333f8082ee4f00010bc

Aliases

arxiv: 1809.01906 · arxiv_version: 1809.01906v2 · doi: 10.48550/arxiv.1809.01906 · pith_short_12: CS3DV2TCJ33J · pith_short_16: CS3DV2TCJ33JF4PQ · pith_short_8: CS3DV2TC

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/CS3DV2TCJ33JF4PQYVXQ5TRWZF \
  | 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: 14b63aea624ef692f1f0c56f0ece36c97d5b91495a2af333f8082ee4f00010bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad2fd6aaa1ecf6c55ab6d2e1bb3d6ee4379b9133b51f7e780309c60b91341973",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-09-06T09:49:18Z",
    "title_canon_sha256": "6a1ce0243603157d7d288063603dff3484a3e3e7b734512f456d6bc7fc3cef57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.01906",
    "kind": "arxiv",
    "version": 2
  }
}