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Pith Number

pith:MRSVEPZX

pith:2021:MRSVEPZX2NFPNDTA4GCUFZRLSA
not attested not anchored not stored refs pending

Scalable Marginal Likelihood Estimation for Model Selection in Deep Learning

Alexander Immer, Gunnar R\"atsch, Matthias Bauer, Mohammad Emtiyaz Khan, Vincent Fortuin

arxiv:2104.04975 v3 · 2021-04-11 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{MRSVEPZX2NFPNDTA4GCUFZRLSA}

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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

Receipt and verification
First computed 2026-07-05T02:49:29.387641Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6465523f37d34af68e60e18542e62b902afc5f1cc8be54fbdcb24cdfcec54faa

Aliases

arxiv: 2104.04975 · arxiv_version: 2104.04975v3 · doi: 10.48550/arxiv.2104.04975 · pith_short_12: MRSVEPZX2NFP · pith_short_16: MRSVEPZX2NFPNDTA · pith_short_8: MRSVEPZX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MRSVEPZX2NFPNDTA4GCUFZRLSA \
  | 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: 6465523f37d34af68e60e18542e62b902afc5f1cc8be54fbdcb24cdfcec54faa
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ca94bb9ef3da582863f8b4cdec6773e4babe657c0ef00045b92ad48525bfc308",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-04-11T09:50:24Z",
    "title_canon_sha256": "2a71b16c3df8c072b7d27eb2edf462c17f46fc85161cb54171811967fe81c70f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.04975",
    "kind": "arxiv",
    "version": 3
  }
}