Pith Number

pith:FXSDTW6P

pith:2024:FXSDTW6PUZ2P6ZBH72ATDYLHUR

not attested not anchored not stored refs pending

A Survey Analyzing Generalization in Deep Reinforcement Learning

Ezgi Korkmaz

arxiv:2401.02349 v2 · 2024-01-04 · 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{FXSDTW6PUZ2P6ZBH72ATDYLHUR}

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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

3 papers in Pith

Certificate-Guided Evaluation of Reinforcement Learning Generalization

Adaptive Control in Autonomous Driving via Real-Time Recurrent RL

On the Importance of Multistability for Horizon Generalization in Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:28:29.052078Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2de439dbcfa674ff6427fe8131e167a47e9fcf46de0a014f807b86375c7fd5f2

Aliases

arxiv: 2401.02349 · arxiv_version: 2401.02349v2 · doi: 10.48550/arxiv.2401.02349 · pith_short_12: FXSDTW6PUZ2P · pith_short_16: FXSDTW6PUZ2P6ZBH · pith_short_8: FXSDTW6P

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/FXSDTW6PUZ2P6ZBH72ATDYLHUR \
  | 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: 2de439dbcfa674ff6427fe8131e167a47e9fcf46de0a014f807b86375c7fd5f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "798a6290345e4ca631e213a80c3d9e4630a8b0c37d34cab5a98dcf77b712ab43",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-04T16:45:01Z",
    "title_canon_sha256": "fa7f32d21ac56fbc0f42191df060c3982591ca752678b82e30b6bd09b50008c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.02349",
    "kind": "arxiv",
    "version": 2
  }
}