Pith Number

pith:FPFYADTM

pith:2023:FPFYADTMTBAAP2ABC3NM6P5FD5

not attested not anchored not stored refs pending

Efficient Deep Reinforcement Learning Requires Regulating Overfitting

Aviral Kumar, Ilya Kostrikov, Qiyang Li, Sergey Levine

arxiv:2304.10466 v1 · 2023-04-20 · 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{FPFYADTMTBAAP2ABC3NM6P5FD5}

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

2 papers in Pith

FlashSAC: Fast and Stable Off-Policy Reinforcement Learning for High-Dimensional Robot Control

Receipt and verification

First computed	2026-07-05T06:02:58.530840Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2bcb800e6c984007e80116dacf3fa51f6da9bfae4f54c260775c6a3c85bdd512

Aliases

arxiv: 2304.10466 · arxiv_version: 2304.10466v1 · doi: 10.48550/arxiv.2304.10466 · pith_short_12: FPFYADTMTBAA · pith_short_16: FPFYADTMTBAAP2AB · pith_short_8: FPFYADTM

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/FPFYADTMTBAAP2ABC3NM6P5FD5 \
  | 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: 2bcb800e6c984007e80116dacf3fa51f6da9bfae4f54c260775c6a3c85bdd512

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "837d8746ebae533b17793d1194f61942c4977c98d0d58dac4849a79d0d845272",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-20T17:11:05Z",
    "title_canon_sha256": "b57e0f266a3a7d3fefb61d409da37c0698bf0ba1c06bc89782748a6bf99fc941"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.10466",
    "kind": "arxiv",
    "version": 1
  }
}