Pith Number

pith:BDGTJBZ3

pith:2024:BDGTJBZ3PMITRVBMWJC3IXQKUV

not attested not anchored not stored refs pending

Scaling-laws for Large Time-series Models

Benjamin D. Wandelt, James Alvey, Justin Alsing, Nam H. Nguyen, Thomas D. P. Edwards

arxiv:2405.13867 v2 · 2024-05-22 · 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{BDGTJBZ3PMITRVBMWJC3IXQKUV}

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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

2 papers in Pith

The Inference-Compute Frontier and a Latency-Efficient Architecture for Limit Order Book Prediction

On the Invariance and Generality of Neural Scaling Laws

Receipt and verification

First computed	2026-07-05T09:58:20.824354Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

08cd34873b7b1138d42cb245b45e0aa5723e66db820698df5d4b78518f7bcb54

Aliases

arxiv: 2405.13867 · arxiv_version: 2405.13867v2 · doi: 10.48550/arxiv.2405.13867 · pith_short_12: BDGTJBZ3PMIT · pith_short_16: BDGTJBZ3PMITRVBM · pith_short_8: BDGTJBZ3

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/BDGTJBZ3PMITRVBMWJC3IXQKUV \
  | 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: 08cd34873b7b1138d42cb245b45e0aa5723e66db820698df5d4b78518f7bcb54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "247df4f156963b584e349cd7db85d4b78150d28915ca4724af39de699e0f5f7d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-22T17:48:17Z",
    "title_canon_sha256": "4d711647754b4fe30f80e277aeb95fde921093c601f64d88c961bee440d2bc70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13867",
    "kind": "arxiv",
    "version": 2
  }
}