Pith Number

pith:QKIHKSQ5

pith:2018:QKIHKSQ5FKTWK7IXZWQ64MCAGQ

not attested not anchored not stored refs pending

Assessing Generalization in Deep Reinforcement Learning

Charles Packer, Dawn Song, Jernej Kos, Katelyn Gao, Philipp Kr\"ahenb\"uhl, Vladlen Koltun

arxiv:1810.12282 v2 · 2018-10-29 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QKIHKSQ5FKTWK7IXZWQ64MCAGQ}

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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

Reasoning and Generalization in RL: A Tool Use Perspective

Mission-Aligned Learning-Informed Control of Autonomous Systems: Formulation and Foundations

Visualizing Critic Match Loss Landscapes for Interpretation of Online Reinforcement Learning Control Algorithms

Why Does Agentic Safety Fail to Generalize Across Tasks?

Enhancing RL Generalizability in Robotics through SHAP Analysis of Algorithms and Hyperparameters

Receipt and verification

First computed	2026-05-17T23:51:14.080385Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8290754a1d2aa7657d17cda1ee304034087ad2106ba3ba499b7c7bc8eabaf8e1

Aliases

arxiv: 1810.12282 · arxiv_version: 1810.12282v2 · doi: 10.48550/arxiv.1810.12282 · pith_short_12: QKIHKSQ5FKTW · pith_short_16: QKIHKSQ5FKTWK7IX · pith_short_8: QKIHKSQ5

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/QKIHKSQ5FKTWK7IXZWQ64MCAGQ \
  | 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: 8290754a1d2aa7657d17cda1ee304034087ad2106ba3ba499b7c7bc8eabaf8e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad8549035213f2c152cefe179fcf51b8f08bed5af4ced10909d2fb1245d5fbc8",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-29T17:51:46Z",
    "title_canon_sha256": "5bf21288e73dafd65f57d4d2b4f55ca44e7d854ad5b0217c28150b23bd2bd222"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.12282",
    "kind": "arxiv",
    "version": 2
  }
}