Pith Number

pith:VRWPRI2Y

pith:2019:VRWPRI2YJHNYIZUNRTQENRCCFE

not attested not anchored not stored refs pending

Is a Good Representation Sufficient for Sample Efficient Reinforcement Learning?

Lin F. Yang, Ruosong Wang, Sham M. Kakade, Simon S. Du

arxiv:1910.03016 v4 · 2019-10-07 · cs.LG · cs.AI · math.OC · 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{VRWPRI2YJHNYIZUNRTQENRCCFE}

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

On the Power of Foundation Models

Provably Efficient Offline-to-Online Value Adaptation with General Function Approximation

Receipt and verification

First computed	2026-07-05T00:44:26.871849Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac6cf8a35849db84668d8ce046c442291a64860af69bd25e1ffc362ac5375e36

Aliases

arxiv: 1910.03016 · arxiv_version: 1910.03016v4 · doi: 10.48550/arxiv.1910.03016 · pith_short_12: VRWPRI2YJHNY · pith_short_16: VRWPRI2YJHNYIZUN · pith_short_8: VRWPRI2Y

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/VRWPRI2YJHNYIZUNRTQENRCCFE \
  | 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: ac6cf8a35849db84668d8ce046c442291a64860af69bd25e1ffc362ac5375e36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "554c096169911f956f9efe65f05b7e75b71515ab07b1da00b8fba2c98c3273b9",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-07T19:04:43Z",
    "title_canon_sha256": "3a41bdd79e3435cf9220dc66bc12c6dc3be2d386f48b215db64afb65b61bdffa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.03016",
    "kind": "arxiv",
    "version": 4
  }
}