Pith Number

pith:PZJPUAX3

pith:2025:PZJPUAX3QTQILTUBH26W3DJ7QK

not attested not anchored not stored refs pending

NMS: Efficient Edge DNN Training via Near-Memory Sampling on Manifolds

Boran Zhao, Haiduo Huang, Pengju Ren, Qiwei Dang, Tian Xia, Wenzhe Zhao

arxiv:2508.02313 v1 · 2025-08-04 · 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{PZJPUAX3QTQILTUBH26W3DJ7QK}

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	2026-07-05T11:48:12.262957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e52fa02fb84e085ce813ebd6d8d3f82bb01b1409ad8f82ee41b7ec063d24be8

Aliases

arxiv: 2508.02313 · arxiv_version: 2508.02313v1 · doi: 10.48550/arxiv.2508.02313 · pith_short_12: PZJPUAX3QTQI · pith_short_16: PZJPUAX3QTQILTUB · pith_short_8: PZJPUAX3

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/PZJPUAX3QTQILTUBH26W3DJ7QK \
  | 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: 7e52fa02fb84e085ce813ebd6d8d3f82bb01b1409ad8f82ee41b7ec063d24be8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5161daca57d64f621c4b3359d90d4f79bc5cfef30dbb9158bccb96195aed8c8a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-04T11:29:47Z",
    "title_canon_sha256": "b60caa16092248681ed7ce5bce866ba0b31c873684afc69edc93173ceee98786"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.02313",
    "kind": "arxiv",
    "version": 1
  }
}