Pith Number

pith:MXTVHXAQ

pith:2025:MXTVHXAQO2HTEDUE3VFRX5CBCG

not attested not anchored not stored refs pending

Dynamic Tsetlin Machine Accelerators for On-Chip Training at the Edge using FPGAs

Alex Yakovlev, Bob Pattison, Gang Mao, Rishad Shafik, Sidharth Maheshwari, Tousif Rahman, Zhuang Shao

arxiv:2504.19797 v1 · 2025-04-28 · cs.AR · 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{MXTVHXAQO2HTEDUE3VFRX5CBCG}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T10:55:03.210525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65e753dc10768f320e84dd4b1bf4411185eebfd14d3fcbad9ec0cf797c93975d

Aliases

arxiv: 2504.19797 · arxiv_version: 2504.19797v1 · doi: 10.48550/arxiv.2504.19797 · pith_short_12: MXTVHXAQO2HT · pith_short_16: MXTVHXAQO2HTEDUE · pith_short_8: MXTVHXAQ

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/MXTVHXAQO2HTEDUE3VFRX5CBCG \
  | 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: 65e753dc10768f320e84dd4b1bf4411185eebfd14d3fcbad9ec0cf797c93975d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "270d603023d0256fba9189f622fe43eeee81296ace382c544e964010c8d7eb01",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2025-04-28T13:38:53Z",
    "title_canon_sha256": "bbe97a0fb518c3ae673bc17dfe852be381a95b0053cf67866cd8b4fe1249f469"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.19797",
    "kind": "arxiv",
    "version": 1
  }
}