Pith Number

pith:6HZGPRTG

pith:2018:6HZGPRTGGMDE7T4IBRN3JVKRQN

not attested not anchored not stored refs pending

A Study on Overfitting in Deep Reinforcement Learning

Chiyuan Zhang, Oriol Vinyals, Remi Munos, Samy Bengio

arxiv:1804.06893 v2 · 2018-04-18 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6HZGPRTGGMDE7T4IBRN3JVKRQN}

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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

5 papers in Pith

Generalizing from a few environments in safety-critical reinforcement learning

Randomized Advantage Transformation (RAT): Computing Natural Policy Gradients via Direct Backpropagation

Higher Resolution, Better Generalization: Unlocking Visual Scaling in Deep Reinforcement Learning

The Rise and Potential of Large Language Model Based Agents: A Survey

Integrating Causal DAGs in Deep RL: Activating Minimal Markovian States with Multi-Order Exposure

Receipt and verification

First computed	2026-05-18T00:17:59.230390Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1f267c66633064fcf880c5bb4d5518362842ff7287b23169af0a866a72a428e

Aliases

arxiv: 1804.06893 · arxiv_version: 1804.06893v2 · doi: 10.48550/arxiv.1804.06893 · pith_short_12: 6HZGPRTGGMDE · pith_short_16: 6HZGPRTGGMDE7T4I · pith_short_8: 6HZGPRTG

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/6HZGPRTGGMDE7T4IBRN3JVKRQN \
  | 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: f1f267c66633064fcf880c5bb4d5518362842ff7287b23169af0a866a72a428e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45872a0b4cf4b9d50411ef36ef58f6f38d843fe9c7c560100c83b9828e811b5e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-04-18T19:49:13Z",
    "title_canon_sha256": "80416c3ebc9c8247c4e149d003dab3f77acc81e292a075871bdd3b79f3660017"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1804.06893",
    "kind": "arxiv",
    "version": 2
  }
}