Pith Number

pith:TIEJU5MX

pith:2019:TIEJU5MXWZLTXUIPPM2SSKSNYE

not attested not anchored not stored refs pending

A Study of BFLOAT16 for Deep Learning Training

Abhisek Kundu, Alexander Heinecke, Bharat Kaul, Dharma Teja Vooturi, Dheevatsa Mudigere, Dhiraj Kalamkar, Dipankar Das, Evangelos Georganas, Hector Yuen, Jianyu Huang, Jiyan Yang, Jongsoo Park, Kunal Banerjee, Misha Smelyanskiy, Nataraj Jammalamadaka, Naveen Mellempudi, Pradeep Dubey, Sasikanth Avancha, Sudarshan Srinivasan

arxiv:1905.12322 v3 · 2019-05-29 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TIEJU5MXWZLTXUIPPM2SSKSNYE}

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.

Cited by

18 papers in Pith

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NVILA: Efficient Frontier Visual Language Models

SSV: Sparse Speculative Verification for Efficient LLM Inference

STEM: Structure-Tracing Evidence Mining for Knowledge Graphs-Driven Retrieval-Augmented Generation

Towards Human-Level Book-Writing Capability

Receipt and verification

First computed	2026-05-17T23:43:27.573214Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a089a7597b6573bd10f7b35292a4dc13b6f21e759eb046c535a80357864f32e

Aliases

arxiv: 1905.12322 · arxiv_version: 1905.12322v3 · doi: 10.48550/arxiv.1905.12322 · pith_short_12: TIEJU5MXWZLT · pith_short_16: TIEJU5MXWZLTXUIP · pith_short_8: TIEJU5MX

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/TIEJU5MXWZLTXUIPPM2SSKSNYE \
  | 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: 9a089a7597b6573bd10f7b35292a4dc13b6f21e759eb046c535a80357864f32e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ada7b6619e1ae3f6707d5d618f0f2d9c5f8ea70a80a702e1288234798a960f4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-29T10:50:32Z",
    "title_canon_sha256": "fad78c35dc4141f5775940c5d608e21e17db6356fbd6f84596749156b2d76943"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.12322",
    "kind": "arxiv",
    "version": 3
  }
}