Pith Number

pith:5ATEC7MV

pith:2024:5ATEC7MVVMUT47XMB2L3OOSAIM

not attested not anchored not stored refs pending

The Cross-environment Hyperparameter Setting Benchmark for Reinforcement Learning

Adam White, Andrew Patterson, Martha White, Raksha Kumaraswamy, Samuel Neumann

arxiv:2407.18840 v1 · 2024-07-26 · 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{5ATEC7MVVMUT47XMB2L3OOSAIM}

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	2026-07-05T08:48:55.378832Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e826417d95ab293e7eec0e97b73a40432a0bd39accb9065ddc8b2b13068f6042

Aliases

arxiv: 2407.18840 · arxiv_version: 2407.18840v1 · doi: 10.48550/arxiv.2407.18840 · pith_short_12: 5ATEC7MVVMUT · pith_short_16: 5ATEC7MVVMUT47XM · pith_short_8: 5ATEC7MV

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/5ATEC7MVVMUT47XMB2L3OOSAIM \
  | 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: e826417d95ab293e7eec0e97b73a40432a0bd39accb9065ddc8b2b13068f6042

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d040f5f56c51dbaba2da5b49fe5f3a49600719152828e794c58e9a8f04447172",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-26T16:04:40Z",
    "title_canon_sha256": "373cd43082f4e7a4208a0a806e3d247f5fcfa764a1ee923cfd8da6a57663f5a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18840",
    "kind": "arxiv",
    "version": 1
  }
}