Pith Number

pith:ES6FUELF

pith:2023:ES6FUELFHJKMUTFSTPKSVPEP2Y

not attested not anchored not stored refs pending

Attention-Based Ensemble Pooling for Time Series Forecasting

Alexander Wikner, Dhruvit Patel

arxiv:2310.16231 v1 · 2023-10-24 · cs.LG · nlin.CD

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ES6FUELFHJKMUTFSTPKSVPEP2Y}

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	2026-07-05T07:04:54.230832Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24bc5a11653a54ca4cb29bd52abc8fd63cbac7dd8cf6f6cb47562fb660d42bab

Aliases

arxiv: 2310.16231 · arxiv_version: 2310.16231v1 · doi: 10.48550/arxiv.2310.16231 · pith_short_12: ES6FUELFHJKM · pith_short_16: ES6FUELFHJKMUTFS · pith_short_8: ES6FUELF

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/ES6FUELFHJKMUTFSTPKSVPEP2Y \
  | 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: 24bc5a11653a54ca4cb29bd52abc8fd63cbac7dd8cf6f6cb47562fb660d42bab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85613b357030342e828497e736717bf97075b493d9539dae0b963e6bc7c6a88c",
    "cross_cats_sorted": [
      "nlin.CD"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-24T22:59:56Z",
    "title_canon_sha256": "a15a20f98abca61f74f954e2aa8d17e9c5e204e1d95562df35c5dcb4d5c41d26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.16231",
    "kind": "arxiv",
    "version": 1
  }
}