Pith Number

pith:YFCCBSQE

pith:2019:YFCCBSQE2VLRA7E6OP65O2UZ3T

not attested not anchored not stored refs pending

Ctrl-Z: Recovering from Instability in Reinforcement Learning

Jake Bruce, J\"urgen Leitner, Thierry Peynot, Vibhavari Dasagi

arxiv:1910.03732 v1 · 2019-10-09 · cs.LG · cs.RO · 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{YFCCBSQE2VLRA7E6OP65O2UZ3T}

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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

Supervised Learning-enhanced Multi-Group Actor Critic for Live Stream Allocation in Feed

Receipt and verification

First computed	2026-07-05T00:10:57.375766Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c14420ca04d557107c9e73fdd76a99dcc4fb83995f6149e595f6377defd4c1fb

Aliases

arxiv: 1910.03732 · arxiv_version: 1910.03732v1 · doi: 10.48550/arxiv.1910.03732 · pith_short_12: YFCCBSQE2VLR · pith_short_16: YFCCBSQE2VLRA7E6 · pith_short_8: YFCCBSQE

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/YFCCBSQE2VLRA7E6OP65O2UZ3T \
  | 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: c14420ca04d557107c9e73fdd76a99dcc4fb83995f6149e595f6377defd4c1fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd6ba1b33431b30dfbd860563d9af206c8d0a0e3c8f18403b6261c969e255796",
    "cross_cats_sorted": [
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-09T00:45:53Z",
    "title_canon_sha256": "611eff132183e03af5ce898a90b03e728badb303a55ed00f3f328f8701d7766a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.03732",
    "kind": "arxiv",
    "version": 1
  }
}