Pith Number

pith:K6W7OJYM

pith:2024:K6W7OJYMEWFFOUDZHFPGZNECZK

not attested not anchored not stored refs pending

On the consistency of hyper-parameter selection in value-based deep reinforcement learning

Aaron Courville, Jo\~ao G.M. Ara\'ujo, Johan Obando-Ceron, Pablo Samuel Castro

arxiv:2406.17523 v3 · 2024-06-25 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K6W7OJYMEWFFOUDZHFPGZNECZK}

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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

1 paper in Pith

A Shared Standard for Valid Measurement of Generative AI Systems' Capabilities, Risks, and Impacts

Receipt and verification

First computed	2026-07-05T09:42:15.045828Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57adf7270c258a575079395e6cb482caa6f7bec4f14e93c80eeb80b7e8113925

Aliases

arxiv: 2406.17523 · arxiv_version: 2406.17523v3 · doi: 10.48550/arxiv.2406.17523 · pith_short_12: K6W7OJYMEWFF · pith_short_16: K6W7OJYMEWFFOUDZ · pith_short_8: K6W7OJYM

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/K6W7OJYMEWFFOUDZHFPGZNECZK \
  | 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: 57adf7270c258a575079395e6cb482caa6f7bec4f14e93c80eeb80b7e8113925

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "331f547d225c6dbf34051b5a75876bf4f2ca7cf462a04aaccb1254c2f88faed4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-25T13:06:09Z",
    "title_canon_sha256": "1603022aef9dc19e881e181eff69826d561c6d72ca9fa5de1e8f5ffb46b6280b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.17523",
    "kind": "arxiv",
    "version": 3
  }
}