Pith Number

pith:UYKWT4ZN

pith:2022:UYKWT4ZN362DBP4LUW3UDF5MWP

not attested not anchored not stored refs pending

Reinforcement learning with experience replay and adaptation of action dispersion

Mateusz Ostaszewski, Pawe{\l} Wawrzy\'nski, Wojciech Masarczyk

arxiv:2208.00156 v1 · 2022-07-30 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UYKWT4ZN362DBP4LUW3UDF5MWP}

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.

Receipt and verification

First computed	2026-07-05T04:44:48.331068Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a61569f32ddfb430bf8ba5b74197acb3cca6c2840b58e666123b75258c7eb0f8

Aliases

arxiv: 2208.00156 · arxiv_version: 2208.00156v1 · doi: 10.48550/arxiv.2208.00156 · pith_short_12: UYKWT4ZN362D · pith_short_16: UYKWT4ZN362DBP4L · pith_short_8: UYKWT4ZN

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/UYKWT4ZN362DBP4LUW3UDF5MWP \
  | 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: a61569f32ddfb430bf8ba5b74197acb3cca6c2840b58e666123b75258c7eb0f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38c7b79577de4414951e0efd94b6c4ea772ca55c3a0a3693ce2254c90cf6cccf",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-30T07:44:05Z",
    "title_canon_sha256": "f4b99e6560269c4efcda8e10b7ea759492eea00fe1bd32cd65b787c5ecb029cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.00156",
    "kind": "arxiv",
    "version": 1
  }
}