Pith Number

pith:R65LBD6T

pith:2024:R65LBD6TZK3PZ6KKK6RJ44WSM7

not attested not anchored not stored refs pending

Model-based Policy Optimization using Symbolic World Model

Aleksandr Panov, Andrey Gorodetskiy, Konstantin Mironov

arxiv:2407.13518 v1 · 2024-07-18 · 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{R65LBD6TZK3PZ6KKK6RJ44WSM7}

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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

M3PO: Massively Multi-Task Model-Based Policy Optimization

Receipt and verification

First computed	2026-07-05T08:45:40.098893Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8fbab08fd3cab6fcf94a57a29e72d267e0a633ccf4befe5fda54d183d0daab65

Aliases

arxiv: 2407.13518 · arxiv_version: 2407.13518v1 · doi: 10.48550/arxiv.2407.13518 · pith_short_12: R65LBD6TZK3P · pith_short_16: R65LBD6TZK3PZ6KK · pith_short_8: R65LBD6T

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/R65LBD6TZK3PZ6KKK6RJ44WSM7 \
  | 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: 8fbab08fd3cab6fcf94a57a29e72d267e0a633ccf4befe5fda54d183d0daab65

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "706a7fc971f78e0b066a22c10516f03b72afcb85b6b3b2356351cc3f9184dfae",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-18T13:49:21Z",
    "title_canon_sha256": "95309d3011b6a5c8d88e08bf4ce906055105bd83216a41c7e127dc671d54ae44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.13518",
    "kind": "arxiv",
    "version": 1
  }
}