Pith Number

pith:G7W6CVAJ

pith:2023:G7W6CVAJN3H2CEBASX7XMVYS3Z

not attested not anchored not stored refs pending

Hyperparameters in Reinforcement Learning and How To Tune Them

Marius Lindauer, Roberta Raileanu, Theresa Eimer

arxiv:2306.01324 v1 · 2023-06-02 · 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{G7W6CVAJN3H2CEBASX7XMVYS3Z}

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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

4 papers in Pith

When are LLMs Sufficient Policy Optimizers for Sequential RL Tasks?

Scalable Multi-Task Learning through Spiking Neural Networks with Adaptive Task-Switching Policy for Intelligent Autonomous Agents

Feedback-Normalized Developer Memory for Reinforcement-Learning Coding Agents: A Safety-Gated MCP Architecture

Receipt and verification

First computed	2026-07-05T06:16:52.555291Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37ede154096ecfa1102095ff765712de6cda3e4f5ee0af36bc14a51c5d8992e4

Aliases

arxiv: 2306.01324 · arxiv_version: 2306.01324v1 · doi: 10.48550/arxiv.2306.01324 · pith_short_12: G7W6CVAJN3H2 · pith_short_16: G7W6CVAJN3H2CEBA · pith_short_8: G7W6CVAJ

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/G7W6CVAJN3H2CEBASX7XMVYS3Z \
  | 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: 37ede154096ecfa1102095ff765712de6cda3e4f5ee0af36bc14a51c5d8992e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c5f77a1dc5460c24f28ab9895390ce9d8e9284f6f3a98a9459674f0fec31766",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-02T07:48:18Z",
    "title_canon_sha256": "a926953176357adec1da341374dd59a5d6ac6610c71a11b6a5cccda8d8b41ea7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.01324",
    "kind": "arxiv",
    "version": 1
  }
}