Pith Number

pith:TTBDHNZO

pith:2018:TTBDHNZO4LB4EAWFFRYSHJE2CH

not attested not anchored not stored refs pending

Model-Ensemble Trust-Region Policy Optimization

Aviv Tamar, Ignasi Clavera, Pieter Abbeel, Thanard Kurutach, Yan Duan

arxiv:1802.10592 v2 · 2018-02-28 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TTBDHNZO4LB4EAWFFRYSHJE2CH}

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.

Cited by

9 papers in Pith

Calibrated Model-Based Deep Reinforcement Learning

Exploring Model-based Planning with Policy Networks

Uncertainty-aware Model-based Policy Optimization

Benchmarking Model-Based Reinforcement Learning

Mastering Atari with Discrete World Models

Receipt and verification

First computed	2026-05-18T00:04:02.727614Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9cc233b72ee2c3c202c52c7123a49a11dff2985f075037b6357859d79f3b5c6a

Aliases

arxiv: 1802.10592 · arxiv_version: 1802.10592v2 · doi: 10.48550/arxiv.1802.10592 · pith_short_12: TTBDHNZO4LB4 · pith_short_16: TTBDHNZO4LB4EAWF · pith_short_8: TTBDHNZO

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/TTBDHNZO4LB4EAWFFRYSHJE2CH \
  | 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: 9cc233b72ee2c3c202c52c7123a49a11dff2985f075037b6357859d79f3b5c6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ecd29b472110aa4c327a6083920b1ffb679f8311a03777f6de42a39ea8d92b5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-28T18:58:22Z",
    "title_canon_sha256": "909422759859d9a24055c640faa6d06ed6f72f11d31e644821af6ef7e61b69f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.10592",
    "kind": "arxiv",
    "version": 2
  }
}