Pith Number

pith:2DZYQWNB

pith:2022:2DZYQWNB3UDGUNMC65OMVQMZJX

not attested not anchored not stored refs pending

Efficiently Scaling Transformer Inference

Aakanksha Chowdhery, Anselm Levskaya, Jacob Devlin, James Bradbury, Jeff Dean, Jonathan Heek, Kefan Xiao, Reiner Pope, Shivani Agrawal, Sholto Douglas

arxiv:2211.05102 v1 · 2022-11-09 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2DZYQWNB3UDGUNMC65OMVQMZJX}

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

24 papers in Pith

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RoPE-Aware Bit Allocation for KV-Cache Quantization

GRINQH: Graded Input-based Quantization Hierarchy for Efficient LLM Generation

HyperQuant: A Rate-Distortion-Optimal Quantization Pipeline for Large Language and Diffusion Models

Receipt and verification

First computed	2026-07-05T05:14:45.760175Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0f38859a1dd066a3582f75ccac1994df35a3177c515a19903a8898ec51aec91

Aliases

arxiv: 2211.05102 · arxiv_version: 2211.05102v1 · doi: 10.48550/arxiv.2211.05102 · pith_short_12: 2DZYQWNB3UDG · pith_short_16: 2DZYQWNB3UDGUNMC · pith_short_8: 2DZYQWNB

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/2DZYQWNB3UDGUNMC65OMVQMZJX \
  | 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: d0f38859a1dd066a3582f75ccac1994df35a3177c515a19903a8898ec51aec91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80e3f4355f564ab92df021a937952999983ac36475c018970e1febdaa0c380ce",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-09T18:50:38Z",
    "title_canon_sha256": "c5f690119287e5cb9ae5d5a79ad9e824a129162c7f3ee9d5d395416b65508654"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.05102",
    "kind": "arxiv",
    "version": 1
  }
}