Pith Number

pith:X4VHUOD4

pith:2023:X4VHUOD4Z5Z5GBZ3A7LDABZXLM

not attested not anchored not stored refs pending

Neural Mixed Effects for Nonlinear Personalized Predictions

Jeffrey F. Cohn, Lisa B. Sheeber, Louis-Philippe Morency, Nicholas Allen, Randy P. Auerbach, Torsten W\"ortwein

arxiv:2306.08149 v3 · 2023-06-13 · 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{X4VHUOD4Z5Z5GBZ3A7LDABZXLM}

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.

Receipt and verification

First computed	2026-07-05T06:58:11.116982Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf2a7a387ccf73d3073b07d63007375b3baabbffd8ed92bc5c5dc264ccec8528

Aliases

arxiv: 2306.08149 · arxiv_version: 2306.08149v3 · doi: 10.48550/arxiv.2306.08149 · pith_short_12: X4VHUOD4Z5Z5 · pith_short_16: X4VHUOD4Z5Z5GBZ3 · pith_short_8: X4VHUOD4

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/X4VHUOD4Z5Z5GBZ3A7LDABZXLM \
  | 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: bf2a7a387ccf73d3073b07d63007375b3baabbffd8ed92bc5c5dc264ccec8528

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3eb0f159be46f1f0dbb9980bdc269b4765338a39eb43a8af719bc6496316435d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-13T21:47:30Z",
    "title_canon_sha256": "35d1d9d215381b10164a77d8e2cbcb85c62728d2e48790ea5097ba9c29a0871a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.08149",
    "kind": "arxiv",
    "version": 3
  }
}