Pith Number

pith:CHJ5KWTG

pith:2023:CHJ5KWTGN6DNXVXUMPALR6BAQB

not attested not anchored not stored refs pending

Rethinking Memory and Communication Cost for Efficient Large Language Model Training

Chan Wu, Fanzhuang Meng, Hanxiao Zhang, Jinjing Huang, Jun Zhou, Lei Liang, Lin Ju, Siyuan Li, Xiaolu Zhang, Youshao Xiao, Zhaoxin Huan

arxiv:2310.06003 v2 · 2023-10-09 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CHJ5KWTGN6DNXVXUMPALR6BAQB}

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	2026-07-05T07:06:35.745332Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11d3d55a666f86dbd6f463c0b8f820806d9bdc84a7e41c3ec72c57a984984304

Aliases

arxiv: 2310.06003 · arxiv_version: 2310.06003v2 · doi: 10.48550/arxiv.2310.06003 · pith_short_12: CHJ5KWTGN6DN · pith_short_16: CHJ5KWTGN6DNXVXU · pith_short_8: CHJ5KWTG

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/CHJ5KWTGN6DNXVXUMPALR6BAQB \
  | 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: 11d3d55a666f86dbd6f463c0b8f820806d9bdc84a7e41c3ec72c57a984984304

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "231b27a093e251cf55ccc01a8f0df0b971989722e09ecd01a4bd0757e469ad58",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-09T15:08:32Z",
    "title_canon_sha256": "049ede9a0d05d96834a587df751ce4052af7a682e64c357eded4108b9ea08376"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.06003",
    "kind": "arxiv",
    "version": 2
  }
}