Pith Number

pith:FU3UN3TP

pith:2024:FU3UN3TP2ZCGKBEHQTXSDWPCMC

not attested not anchored not stored refs pending

A Method for Evaluating Hyperparameter Sensitivity in Reinforcement Learning

Adam White, Jacob Adkins, Michael Bowling

arxiv:2412.07165 v2 · 2024-12-10 · 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{FU3UN3TP2ZCGKBEHQTXSDWPCMC}

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

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

Receipt and verification

First computed	2026-07-05T10:09:13.276856Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d3746ee6fd64465048784ef21d9e260800b1117dae78f468d77f41c7ae4e804

Aliases

arxiv: 2412.07165 · arxiv_version: 2412.07165v2 · doi: 10.48550/arxiv.2412.07165 · pith_short_12: FU3UN3TP2ZCG · pith_short_16: FU3UN3TP2ZCGKBEH · pith_short_8: FU3UN3TP

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/FU3UN3TP2ZCGKBEHQTXSDWPCMC \
  | 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: 2d3746ee6fd64465048784ef21d9e260800b1117dae78f468d77f41c7ae4e804

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8b516cc5fea26cb2837c3abeaa5ba93efa18bf640642c3998e66843bbd8ac16",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T03:55:18Z",
    "title_canon_sha256": "ecf3cc39329e6dacb3a62749f0422d5568b804c52af4dfc8d21a4d53d974b4ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07165",
    "kind": "arxiv",
    "version": 2
  }
}