Pith Number

pith:L7FCHRT2

pith:2024:L7FCHRT22YRBPGNXOKPZJPSB6I

not attested not anchored not stored refs pending

Rethinking of Encoder-based Warm-start Methods in Hyperparameter Optimization

Anna Kozak, Antoni Zajko, Dawid P{\l}udowski, Katarzyna Wo\'znica

arxiv:2403.04720 v4 · 2024-03-07 · cs.LG

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\usepackage{pith}
\pithnumber{L7FCHRT22YRBPGNXOKPZJPSB6I}

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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

Are encoders able to learn landmarkers for warm-starting of Hyperparameter Optimization?

Receipt and verification

First computed	2026-07-05T08:56:03.799510Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5fca23c67ad6221799b7729f94be41f231b8bee3555c5fee3a7beddb312b6650

Aliases

arxiv: 2403.04720 · arxiv_version: 2403.04720v4 · doi: 10.48550/arxiv.2403.04720 · pith_short_12: L7FCHRT22YRB · pith_short_16: L7FCHRT22YRBPGNX · pith_short_8: L7FCHRT2

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/L7FCHRT22YRBPGNXOKPZJPSB6I \
  | 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: 5fca23c67ad6221799b7729f94be41f231b8bee3555c5fee3a7beddb312b6650

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8dbc9d15701058fe5d3f0967e9079427db35f937c0b8a30ace86b9b833bae736",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-07T18:16:29Z",
    "title_canon_sha256": "2f4c792036a56203ed3bb9f6637dbac3e17296975a759b704ce651a0062c7681"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.04720",
    "kind": "arxiv",
    "version": 4
  }
}