Pith Number

pith:ZQOOKCNR

pith:2024:ZQOOKCNRBQHMJ5E4S5P7PZAGFP

not attested not anchored not stored refs pending

Are Self-Attentions Effective for Time Series Forecasting?

Dongbin Kim, Hoki Kim, Jaewook Lee, Jinseong Park

arxiv:2405.16877 v3 · 2024-05-27 · 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{ZQOOKCNRBQHMJ5E4S5P7PZAGFP}

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

Physics-Guided Spatiotemporal State Space Modeling for Lookahead Molten Pool Segmentation in Laser Wire-Feed Welding

Receipt and verification

First computed	2026-07-05T09:53:01.427215Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc1ce509b10c0ec4f49c975ff7e4062bc82ccb0faf40cd46f0b42c5a64ba0f2e

Aliases

arxiv: 2405.16877 · arxiv_version: 2405.16877v3 · doi: 10.48550/arxiv.2405.16877 · pith_short_12: ZQOOKCNRBQHM · pith_short_16: ZQOOKCNRBQHMJ5E4 · pith_short_8: ZQOOKCNR

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/ZQOOKCNRBQHMJ5E4S5P7PZAGFP \
  | 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: cc1ce509b10c0ec4f49c975ff7e4062bc82ccb0faf40cd46f0b42c5a64ba0f2e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20c3e6492eb18095e793f1421bcc526bc0d77c1aba0b9d329797ae5caaa1682d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-27T06:49:39Z",
    "title_canon_sha256": "cec0e185bf01782a335f0368c49ea473b14dc9196ae93a209913c7124ba52d23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16877",
    "kind": "arxiv",
    "version": 3
  }
}