Pith Number

pith:CAZW5IMR

pith:2023:CAZW5IMRLGDKSGLAC4JJYICXH7

not attested not anchored not stored refs pending

A Study of Quantisation-aware Training on Time Series Transformer Models for Resource-constrained FPGAs

Chao Qian, Gregor Schiele, Lukas Einhaus, Tianheng Ling

arxiv:2310.02654 v1 · 2023-10-04 · cs.LG · cs.AI · cs.AR

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\usepackage{pith}
\pithnumber{CAZW5IMRLGDKSGLAC4JJYICXH7}

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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

Integer-only Quantized Transformers for Embedded FPGA-based Time-series Forecasting in AIoT

Receipt and verification

First computed	2026-07-05T06:57:12.483244Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10336ea1915986a9196017129c20573fe8428f54355273bc3100969861ebd140

Aliases

arxiv: 2310.02654 · arxiv_version: 2310.02654v1 · doi: 10.48550/arxiv.2310.02654 · pith_short_12: CAZW5IMRLGDK · pith_short_16: CAZW5IMRLGDKSGLA · pith_short_8: CAZW5IMR

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/CAZW5IMRLGDKSGLAC4JJYICXH7 \
  | 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: 10336ea1915986a9196017129c20573fe8428f54355273bc3100969861ebd140

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f225ab747825b7f0313343b0a1e8fbe1128e58630907159be3d8c02db7de895",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.AR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-04T08:25:03Z",
    "title_canon_sha256": "14b57d3d5fc844a762c2106c4b6e39c096785e4913170e9d198e4f450f0aca67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02654",
    "kind": "arxiv",
    "version": 1
  }
}