Pith Number

pith:SNKAEL6Q

pith:2025:SNKAEL6QO77P4ELEIZMMAU5PLG

not attested not anchored not stored refs pending

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

Cong Hao, Hai Li, Ian Young, Jiayi Tian, Jinming Lu, Xiangwei Wang, Zheng Zhang

arxiv:2501.06663 v2 · 2025-01-11 · cs.LG · cs.AR · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SNKAEL6QO77P4ELEIZMMAU5PLG}

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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.

Receipt and verification

First computed	2026-07-05T11:49:32.426080Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9354022fd077fefe11644658c053af598c82817cdd7684e5abbbab2d5c5e7e3e

Aliases

arxiv: 2501.06663 · arxiv_version: 2501.06663v2 · doi: 10.48550/arxiv.2501.06663 · pith_short_12: SNKAEL6QO77P · pith_short_16: SNKAEL6QO77P4ELE · pith_short_8: SNKAEL6Q

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/SNKAEL6QO77P4ELEIZMMAU5PLG \
  | 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: 9354022fd077fefe11644658c053af598c82817cdd7684e5abbbab2d5c5e7e3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70bada34e6df6b7da7f434381c45e6062f5c784fe4bbe9b2f0df9a3a0b91faad",
    "cross_cats_sorted": [
      "cs.AR",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-11T23:29:51Z",
    "title_canon_sha256": "ffbc6827cce21509100ee2240ceb2931ced38b5a85ca8747c10797deed4ff9bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.06663",
    "kind": "arxiv",
    "version": 2
  }
}