Pith Number

pith:NBIWZ3MI

pith:2023:NBIWZ3MIKYELQEWCVGJ2FAYYI2

not attested not anchored not stored refs pending

Quantization-Aware and Tensor-Compressed Training of Transformers for Natural Language Understanding

Samridhi Choudhary, Siegfried Kunzmann, Zheng Zhang, Zi Yang

arxiv:2306.01076 v2 · 2023-06-01 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{NBIWZ3MIKYELQEWCVGJ2FAYYI2}

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Record completeness

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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

Ultra Memory-Efficient On-FPGA Training of Transformers via Tensor-Compressed Optimization

Receipt and verification

First computed	2026-07-05T09:12:53.390092Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68516ced885608b812c2a993a2831846a64d98335f30cc712194f2ee182b028d

Aliases

arxiv: 2306.01076 · arxiv_version: 2306.01076v2 · doi: 10.48550/arxiv.2306.01076 · pith_short_12: NBIWZ3MIKYEL · pith_short_16: NBIWZ3MIKYELQEWC · pith_short_8: NBIWZ3MI

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/NBIWZ3MIKYELQEWCVGJ2FAYYI2 \
  | 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: 68516ced885608b812c2a993a2831846a64d98335f30cc712194f2ee182b028d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c4cf910b5c89c6a7c8c70771588e578281764cb1dc4d3c082591d4d4215e2e3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-06-01T18:32:08Z",
    "title_canon_sha256": "912b0613b7a52f7cfe18f6a327193ce5680143db3dc35f7695cd8fd2e9ee4e53"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.01076",
    "kind": "arxiv",
    "version": 2
  }
}