Pith Number

pith:5A7I65I7

pith:2018:5A7I65I7KMU46HDFTAEZM54BLR

not attested not anchored not stored refs pending

Simple random search provides a competitive approach to reinforcement learning

Aurelia Guy, Benjamin Recht, Horia Mania

arxiv:1803.07055 v1 · 2018-03-19 · 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{5A7I65I7KMU46HDFTAEZM54BLR}

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

Policy Optimization in Hybrid Discrete-Continuous Action Spaces via Mixed Gradients

Learning Visual Feature-Based World Models via Residual Latent Action

Receipt and verification

First computed	2026-05-18T00:20:40.456065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e83e8f751f5329cf1c6598099677815c6491064be3f40cb871af59fa8a9811b9

Aliases

arxiv: 1803.07055 · arxiv_version: 1803.07055v1 · doi: 10.48550/arxiv.1803.07055 · pith_short_12: 5A7I65I7KMU4 · pith_short_16: 5A7I65I7KMU46HDF · pith_short_8: 5A7I65I7

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/5A7I65I7KMU46HDFTAEZM54BLR \
  | 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: e83e8f751f5329cf1c6598099677815c6491064be3f40cb871af59fa8a9811b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab98760cbc14a827c4c5c3f41ead6a02dba73aec6a039c81915fdddcccae94e7",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-03-19T17:35:14Z",
    "title_canon_sha256": "02a3ea84709b16cb22fae6309ddfcaeb124d0208ec8c1461d1772ce84c7a5951"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.07055",
    "kind": "arxiv",
    "version": 1
  }
}