Pith Number

pith:DMNLJ6Y6

pith:2024:DMNLJ6Y62I7FAE2FJDFAZ24ALN

not attested not anchored not stored refs pending

Parm: Efficient Training of Large Sparsely-Activated Models with Dedicated Schedules

Bo Li, Shaohuai Shi, Weinong Sun, Wenxiang Lin, Xiaowen Chu, Xinglin Pan

arxiv:2407.00599 v2 · 2024-06-30 · cs.DC · 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{DMNLJ6Y62I7FAE2FJDFAZ24ALN}

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	2026-07-05T08:39:36.000079Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b1ab4fb1ed23e50134548ca0ceb805b637dc44de6e826acaa4d6c68ac5aa1c5

Aliases

arxiv: 2407.00599 · arxiv_version: 2407.00599v2 · doi: 10.48550/arxiv.2407.00599 · pith_short_12: DMNLJ6Y62I7F · pith_short_16: DMNLJ6Y62I7FAE2F · pith_short_8: DMNLJ6Y6

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/DMNLJ6Y62I7FAE2FJDFAZ24ALN \
  | 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: 1b1ab4fb1ed23e50134548ca0ceb805b637dc44de6e826acaa4d6c68ac5aa1c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ec4115563e9a6aff4222a304189546c9dced99181ce34f2f98bc321a095dbd0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-06-30T05:55:11Z",
    "title_canon_sha256": "f5c2c209cc2ea0820360a8fff807ffcf0980155cb6e9011ddecca998a4e5bb16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.00599",
    "kind": "arxiv",
    "version": 2
  }
}