Pith Number

pith:IWNJHZ4S

pith:2022:IWNJHZ4S2QZGGOFD5247XW6VGN

not attested not anchored not stored refs pending

Hyperparameter Tuning for Deep Reinforcement Learning Applications

Mariam Kiran, Melis Ozyildirim

arxiv:2201.11182 v1 · 2022-01-26 · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IWNJHZ4S2QZGGOFD5247XW6VGN}

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

1 paper in Pith

B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners

Receipt and verification

First computed	2026-07-05T03:51:59.310623Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

459a93e792d4326338a3eeb9fbdbd5334ebe3eed105f5695a9880c7c2669d0a0

Aliases

arxiv: 2201.11182 · arxiv_version: 2201.11182v1 · doi: 10.48550/arxiv.2201.11182 · pith_short_12: IWNJHZ4S2QZG · pith_short_16: IWNJHZ4S2QZGGOFD · pith_short_8: IWNJHZ4S

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/IWNJHZ4S2QZGGOFD5247XW6VGN \
  | 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: 459a93e792d4326338a3eeb9fbdbd5334ebe3eed105f5695a9880c7c2669d0a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c4ee0ecfe254f2df6775610e03f1dfc01b57aaf1d62acd7db0bf5497c095572b",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-26T20:43:13Z",
    "title_canon_sha256": "def7d66f738b9baf65581ea98dbbbaec610b487eb750390ec720ea08cd467c4e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.11182",
    "kind": "arxiv",
    "version": 1
  }
}