Pith Number

pith:MBXQASGD

pith:2020:MBXQASGDISW4ZDSFKKR45WO3NN

not attested not anchored not stored refs pending

Implementation Matters in Deep Policy Gradients: A Case Study on PPO and TRPO

Aleksander Madry, Andrew Ilyas, Dimitris Tsipras, Firdaus Janoos, Larry Rudolph, Logan Engstrom, Shibani Santurkar

arxiv:2005.12729 v1 · 2020-05-25 · cs.LG · cs.RO · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MBXQASGDISW4ZDSFKKR45WO3NN}

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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

13 papers in Pith

LOLLA: Deep Reinforcement Learning for Closed-Loop Link Adaptation Towards a GPU-Accelerated AI-RAN

Distribution-Agnostic Robust Trajectory Optimization via Chance-Constrained Reinforcement Learning

Dynamic Multi-Pair Trading Strategy in Cryptocurrency Markets with Deep Reinforcement Learning

Ratio-Variance Regularized Policy Optimization

Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Receipt and verification

First computed	2026-07-05T01:05:56.920631Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

606f0048c344adcc8e4552a3ced9db6b78d6cd700fb2e96b1f1acec5a3c75ac5

Aliases

arxiv: 2005.12729 · arxiv_version: 2005.12729v1 · doi: 10.48550/arxiv.2005.12729 · pith_short_12: MBXQASGDISW4 · pith_short_16: MBXQASGDISW4ZDSF · pith_short_8: MBXQASGD

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/MBXQASGDISW4ZDSFKKR45WO3NN \
  | 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: 606f0048c344adcc8e4552a3ced9db6b78d6cd700fb2e96b1f1acec5a3c75ac5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "edeedce99e127960f674cd8ab615e6fbafc8b0dad5ef447fcff08a69c16e99d0",
    "cross_cats_sorted": [
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-05-25T16:24:59Z",
    "title_canon_sha256": "cb1f00c1e5dc8378790e6426e735fe837141644fa5b1db39c8f848bc14a13bc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.12729",
    "kind": "arxiv",
    "version": 1
  }
}