Pith Number

pith:R244TSYF

pith:2023:R244TSYFS6SNYKDHO3QKC5E2OC

not attested not anchored not stored refs pending

Does Long-Term Series Forecasting Need Complex Attention and Extra Long Inputs?

Daojun Liang, Dongfeng Yuan, Dongyang Li, Haixia Zhang, Minggao Zhang, Xiaoyan Ma

arxiv:2306.05035 v3 · 2023-06-08 · 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{R244TSYFS6SNYKDHO3QKC5E2OC}

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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

1 paper in Pith

Dirichlet-Guided Group Forecasting for Alleviating Over-smoothing in Time Series Forecasting

Receipt and verification

First computed	2026-07-05T07:40:54.138216Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8eb9c9cb0597a4dc286776e0a1749a70a7226948e0937447bb3977f62fcc8cc8

Aliases

arxiv: 2306.05035 · arxiv_version: 2306.05035v3 · doi: 10.48550/arxiv.2306.05035 · pith_short_12: R244TSYFS6SN · pith_short_16: R244TSYFS6SNYKDH · pith_short_8: R244TSYF

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/R244TSYFS6SNYKDHO3QKC5E2OC \
  | 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: 8eb9c9cb0597a4dc286776e0a1749a70a7226948e0937447bb3977f62fcc8cc8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37c4dc8a0ee8cc78fd4a1c968e5f47b4bd8cd96c072b6f15f08fcc5b082fe936",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-08T08:37:49Z",
    "title_canon_sha256": "ca8309d8ddcb5310457ca06c4d9fceffecfa6f1da3468fad95ff37aca2280b80"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.05035",
    "kind": "arxiv",
    "version": 3
  }
}