Pith Number

pith:MPVDRFSN

pith:2024:MPVDRFSNUOZYWXMPTV4ZMNPM34

not attested not anchored not stored refs pending

Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems

Aditya Nair, Amber Hu, David Anderson, David Zoltowski, Lea Duncker, Scott Linderman

arxiv:2408.03330 v3 · 2024-07-19 · q-bio.NC · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MPVDRFSNUOZYWXMPTV4ZMNPM34}

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	2026-07-05T09:59:50.904052Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63ea38964da3b38b5d8f9d799635ecdf366e905f7dd867f4bdb4d351221c9bfd

Aliases

arxiv: 2408.03330 · arxiv_version: 2408.03330v3 · doi: 10.48550/arxiv.2408.03330 · pith_short_12: MPVDRFSNUOZY · pith_short_16: MPVDRFSNUOZYWXMP · pith_short_8: MPVDRFSN

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/MPVDRFSNUOZYWXMPTV4ZMNPM34 \
  | 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: 63ea38964da3b38b5d8f9d799635ecdf366e905f7dd867f4bdb4d351221c9bfd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb0bc20a4a8be2fc6c2b5e9d981c496adba96e22e20a826310fafd51a1e7a63a",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.NC",
    "submitted_at": "2024-07-19T15:32:15Z",
    "title_canon_sha256": "366980b80f4cc77aa9955bffd9562c0f4df13c542786d4480f43898966ac04c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.03330",
    "kind": "arxiv",
    "version": 3
  }
}