Pith Number

pith:NTMPH7SC

pith:2022:NTMPH7SC44ML5YRSYOSRCZDMMQ

not attested not anchored not stored refs pending

Statistical Properties of the log-cosh Loss Function Used in Machine Learning

A.K.Md. Ehsanes Saleh, Resve A. Saleh

arxiv:2208.04564 v4 · 2022-08-09 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{NTMPH7SC44ML5YRSYOSRCZDMMQ}

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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

7 papers in Pith

Transformer-based machine learning using low-level calorimeter signals for collimated photon identification at collider experiments

Eigenvalue Calibration for Semantic Embeddings of Large Language Models

Alternate loss functions and regression models that achieve robustness to outliers by modulating the learning rate

Approximate full-conformal multi-task regression with reproducing kernels

Spectral Handling and Estimation of AGN Parameters (SHEAP), The first AGN fitting GPU-based code

Receipt and verification

First computed	2026-07-05T07:56:44.944687Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6cd8f3fe42e718bee232c3a511646c643ddcd922741c7d1d411c3c7b7dc8609a

Aliases

arxiv: 2208.04564 · arxiv_version: 2208.04564v4 · doi: 10.48550/arxiv.2208.04564 · pith_short_12: NTMPH7SC44ML · pith_short_16: NTMPH7SC44ML5YRS · pith_short_8: NTMPH7SC

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/NTMPH7SC44ML5YRSYOSRCZDMMQ \
  | 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: 6cd8f3fe42e718bee232c3a511646c643ddcd922741c7d1d411c3c7b7dc8609a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7aa970c5475f560d46d4487dfc5a3601cd6876dafd5b59fc92f1afdeab7726d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-08-09T07:03:58Z",
    "title_canon_sha256": "a16fb5cb967adf8638dcb4dd0c8b3528bce8cce30e7b4d55fece4f2b50476510"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.04564",
    "kind": "arxiv",
    "version": 4
  }
}