Pith Number

pith:SGYQ6BKC

pith:2024:SGYQ6BKCQL3KUL4Q47IXLAUI2E

not attested not anchored not stored refs pending

When Do Off-Policy and On-Policy Policy Gradient Methods Align?

Davide Mambelli, Frans A. Oliehoek, Matthijs T.J. Spaan, Onno Zoeter, Stephan Bongers

arxiv:2402.12034 v1 · 2024-02-19 · stat.ML · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SGYQ6BKCQL3KUL4Q47IXLAUI2E}

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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

Mathematical methods of reinforcement learning

Receipt and verification

First computed	2026-07-05T07:46:47.700764Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91b10f054282f6aa2f90e7d1758288d1275b5003211c33abf11398b62a5fc576

Aliases

arxiv: 2402.12034 · arxiv_version: 2402.12034v1 · doi: 10.48550/arxiv.2402.12034 · pith_short_12: SGYQ6BKCQL3K · pith_short_16: SGYQ6BKCQL3KUL4Q · pith_short_8: SGYQ6BKC

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/SGYQ6BKCQL3KUL4Q47IXLAUI2E \
  | 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: 91b10f054282f6aa2f90e7d1758288d1275b5003211c33abf11398b62a5fc576

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d407559acec35cbfa96aaa5277e06b160f3a726e0be8db16403a2f91827d6c4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-02-19T10:42:34Z",
    "title_canon_sha256": "d5b131b208cb0d097d367e22ee541a4bb77def42af281845cdbc47b6ca7dec67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12034",
    "kind": "arxiv",
    "version": 1
  }
}