Pith Number

pith:IZLKKJ43

pith:2024:IZLKKJ433LMFPGSRBGK3R2LGML

not attested not anchored not stored refs pending

Learning to Forget: Bayesian Time Series Forecasting using Recurrent Sparse Spectrum Signature Gaussian Processes

Csaba T\'oth, Harald Oberhauser, Masaki Adachi, Michael A. Osborne

arxiv:2412.19727 v1 · 2024-12-27 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IZLKKJ433LMFPGSRBGK3R2LGML}

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.

Cited by

1 paper in Pith

A User's Guide to $\texttt{KSig}$: GPU-Accelerated Computation of the Signature Kernel

Receipt and verification

First computed	2026-07-05T09:54:40.126260Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4656a5279bdad8579a510995b8e96662d1a9c18dccb782f438729683b309aab8

Aliases

arxiv: 2412.19727 · arxiv_version: 2412.19727v1 · doi: 10.48550/arxiv.2412.19727 · pith_short_12: IZLKKJ433LMF · pith_short_16: IZLKKJ433LMFPGSR · pith_short_8: IZLKKJ43

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/IZLKKJ433LMFPGSRBGK3R2LGML \
  | 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: 4656a5279bdad8579a510995b8e96662d1a9c18dccb782f438729683b309aab8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b972c8fd55a686e31c379188e3a123fd3764c3dc30974093e487a56299af0c9a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-12-27T16:31:09Z",
    "title_canon_sha256": "4546e1d61dc85359bb7bf16c31273d5cb0c4499df35b3165e28ab5e1aa9702ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19727",
    "kind": "arxiv",
    "version": 1
  }
}