Pith Number

pith:XG7ZB23B

pith:2024:XG7ZB23BXWD6VJGD74Q66OKTSM

not attested not anchored not stored refs pending

RAM: Replace Attention with MLP for Efficient Multivariate Time Series Forecasting

Furao Shen, Hui Dou, Jiahong Deng, Jian Zhao, Suhan Guo, Yi Wei

arxiv:2410.24023 v2 · 2024-10-31 · 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{XG7ZB23BXWD6VJGD74Q66OKTSM}

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	2026-07-05T11:01:02.177303Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9bf90eb61bd87eaa4c3ff21ef39539302cf3c200c5a6d1866e094c4750a9547

Aliases

arxiv: 2410.24023 · arxiv_version: 2410.24023v2 · doi: 10.48550/arxiv.2410.24023 · pith_short_12: XG7ZB23BXWD6 · pith_short_16: XG7ZB23BXWD6VJGD · pith_short_8: XG7ZB23B

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/XG7ZB23BXWD6VJGD74Q66OKTSM \
  | 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: b9bf90eb61bd87eaa4c3ff21ef39539302cf3c200c5a6d1866e094c4750a9547

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "025fbe00957b7cec70002e6d62ef4cf439008ecf20e9e85ce662d90be1e9cec1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-31T15:23:34Z",
    "title_canon_sha256": "30ce140925cee28b91ab4559c4bb9c9ebe20213aa4bf7df9c1543f03a0cd47df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.24023",
    "kind": "arxiv",
    "version": 2
  }
}