Pith Number

pith:HGWT5HWD

pith:2024:HGWT5HWDG4VWFVRRBZLAXZRBLB

not attested not anchored not stored refs pending

Sparse-VQ Transformer: An FFN-Free Framework with Vector Quantization for Enhanced Time Series Forecasting

Chao Chen, Liang Sun, Rong Jin, Tian Zhou, Yanjun Zhao, Yi Qian

arxiv:2402.05830 v1 · 2024-02-08 · 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{HGWT5HWDG4VWFVRRBZLAXZRBLB}

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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

Resource-aware Mixed-precision Quantization for Enhancing Deployability of Transformers for Time-series Forecasting on Embedded FPGAs

Receipt and verification

First computed	2026-07-05T07:43:04.111437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39ad3e9ec3372b62d6310e560be62158642226fa7e367631d7244434fddfd471

Aliases

arxiv: 2402.05830 · arxiv_version: 2402.05830v1 · doi: 10.48550/arxiv.2402.05830 · pith_short_12: HGWT5HWDG4VW · pith_short_16: HGWT5HWDG4VWFVRR · pith_short_8: HGWT5HWD

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/HGWT5HWDG4VWFVRRBZLAXZRBLB \
  | 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: 39ad3e9ec3372b62d6310e560be62158642226fa7e367631d7244434fddfd471

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0558c6e102a5aa567ecd91bc3430b27502836de16573b94ba24a7cfe1f89aaa5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-08T17:09:12Z",
    "title_canon_sha256": "8692c472d8d216cc98eb76a6454c4f654e5eda258751f5a7c042f21686cc83ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05830",
    "kind": "arxiv",
    "version": 1
  }
}