Pith Number

pith:467ZRZDM

pith:2019:467ZRZDMVYWIEJJ6AKDHSJXLU2

not attested not anchored not stored refs pending

An Optimistic Perspective on Offline Reinforcement Learning

Dale Schuurmans, Mohammad Norouzi, Rishabh Agarwal

arxiv:1907.04543 v4 · 2019-07-10 · 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{467ZRZDMVYWIEJJ6AKDHSJXLU2}

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

3 papers in Pith

Benchmarking Batch Deep Reinforcement Learning Algorithms

Behavior Regularized Offline Reinforcement Learning

Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems

Receipt and verification

First computed	2026-07-05T01:53:46.169607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7bf98e46cae2c82253e02867926eba68b54acec75d6ad92881c1e6522bc9925

Aliases

arxiv: 1907.04543 · arxiv_version: 1907.04543v4 · doi: 10.48550/arxiv.1907.04543 · pith_short_12: 467ZRZDMVYWI · pith_short_16: 467ZRZDMVYWIEJJ6 · pith_short_8: 467ZRZDM

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/467ZRZDMVYWIEJJ6AKDHSJXLU2 \
  | 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: e7bf98e46cae2c82253e02867926eba68b54acec75d6ad92881c1e6522bc9925

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72ac8bbb44e49919eba11a81bafdff973c4b21aad315eb9bac4c3688e76eb2c3",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-10T07:23:27Z",
    "title_canon_sha256": "6b14fd78e4ab8effb797d64622dd8a2afb760fb9265fb66110e05f4eb87d3e8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.04543",
    "kind": "arxiv",
    "version": 4
  }
}