Pith Number

pith:TNJ6H6Y4

pith:2023:TNJ6H6Y4KIK55WXLWKEOWM2OUV

not attested not anchored not stored refs pending

Hyperparameter Optimization for Multi-Objective Reinforcement Learning

Daniel Gareev, El-Ghazali Talbi, Florian Felten, Gr\'egoire Danoy

arxiv:2310.16487 v1 · 2023-10-25 · 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{TNJ6H6Y4KIK55WXLWKEOWM2OUV}

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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

EngiBench: A Framework for Data-Driven Engineering Design Research

Receipt and verification

First computed	2026-07-05T07:04:58.238575Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b53e3fb1c5215dedaebb288eb334ea54f746e4386a6446d65a0c54dd0e29e26

Aliases

arxiv: 2310.16487 · arxiv_version: 2310.16487v1 · doi: 10.48550/arxiv.2310.16487 · pith_short_12: TNJ6H6Y4KIK5 · pith_short_16: TNJ6H6Y4KIK55WXL · pith_short_8: TNJ6H6Y4

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/TNJ6H6Y4KIK55WXLWKEOWM2OUV \
  | 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: 9b53e3fb1c5215dedaebb288eb334ea54f746e4386a6446d65a0c54dd0e29e26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72e4043061d07a203852063da6c3358250fa483a10fb4f3fcaa9f33c9368d2aa",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-25T09:17:25Z",
    "title_canon_sha256": "26763ec6326aae20a782665ea81d49d5fe39f983a049c3c59871b4248ed79519"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.16487",
    "kind": "arxiv",
    "version": 1
  }
}