Pith Number

pith:DEY3ZIF7

pith:2024:DEY3ZIF7L3WHUUOAT3CGLTKOXK

not attested not anchored not stored refs pending

Collage: Light-Weight Low-Precision Strategy for LLM Training

Amith Mamidala, Anoop Deoras, Gaurav Gupta, Hao Zhou, Jeffrey Huynh, Karthick Gopalswamy, Luke Huan, Ron Diamant, Tao Yu, Youngsuk Park

arxiv:2405.03637 v1 · 2024-05-06 · 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{DEY3ZIF7L3WHUUOAT3CGLTKOXK}

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	2026-07-05T08:16:05.623199Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1931bca0bf5eec7a51c09ec465cd4ebab8405351b76cf8292d4cad8e1d3754cb

Aliases

arxiv: 2405.03637 · arxiv_version: 2405.03637v1 · doi: 10.48550/arxiv.2405.03637 · pith_short_12: DEY3ZIF7L3WH · pith_short_16: DEY3ZIF7L3WHUUOA · pith_short_8: DEY3ZIF7

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/DEY3ZIF7L3WHUUOAT3CGLTKOXK \
  | 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: 1931bca0bf5eec7a51c09ec465cd4ebab8405351b76cf8292d4cad8e1d3754cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "151a40ecfa440783031607466d1fc9bd61d996682d15437f7a6ac43e07cfb620",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-06T16:55:30Z",
    "title_canon_sha256": "dd052fabd72c3f280021b543f28f16ab06e265fb21566873c7bbcdba9d4d127d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03637",
    "kind": "arxiv",
    "version": 1
  }
}