Pith Number

pith:SKVJJIGL

pith:2024:SKVJJIGL7GG3GGSC3DA22PGNCI

not attested not anchored not stored refs pending

SambaNova SN40L: Scaling the AI Memory Wall with Dataflow and Composition of Experts

Angela Wang, Apurv Vivek, Arjun Sabnis, Calvin Leung, Darshan Gandhi, David Jackson, Dawei Huang, Denis Sokolov, Edison Chen, Jiayu Bai, Joshua Brot, Kaizhao Liang, Karen Li, Kejie Zhang, Kevin J. Brown, Kunle Olukotun, Manish K. Shah, Mark Gottscho, Mark Luttrell, Mingran Wang, Raghu Prabhakar, Ram Sivaramakrishnan, Sumti Jairath, Swayambhoo Jain, Tianren Gao, Tuowen Zhao, Urmish Thakker, Xiangyu Song, Yongning Sheng, Yun Du

arxiv:2405.07518 v2 · 2024-05-13 · cs.AR · 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{SKVJJIGL7GG3GGSC3DA22PGNCI}

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

1 paper in Pith

ELK: Exploring the Efficiency of Inter-core Connected AI Chips with Deep Learning Compiler Techniques

Receipt and verification

First computed	2026-07-05T09:31:02.308888Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92aa94a0cbf98db31a42d8c1ad3ccd120258cf283775aaec2ec90228ca32fdfe

Aliases

arxiv: 2405.07518 · arxiv_version: 2405.07518v2 · doi: 10.48550/arxiv.2405.07518 · pith_short_12: SKVJJIGL7GG3 · pith_short_16: SKVJJIGL7GG3GGSC · pith_short_8: SKVJJIGL

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/SKVJJIGL7GG3GGSC3DA22PGNCI \
  | 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: 92aa94a0cbf98db31a42d8c1ad3ccd120258cf283775aaec2ec90228ca32fdfe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "613e0d40151e8246d3ac0732a6ec1b7aee82dba34be8afe495d84c34c932e41c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2024-05-13T07:32:45Z",
    "title_canon_sha256": "3577481ce09fc24612221eef12f14c8b2423faa229205b0eb356bcb5a61690e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.07518",
    "kind": "arxiv",
    "version": 2
  }
}