Pith Number

pith:O72FTWY7

pith:2019:O72FTWY7FJUHPYLPQI6LJOKLK5

not attested not anchored not stored refs pending

Accelerating Large-Scale Inference with Anisotropic Vector Quantization

David Simcha, Erik Lindgren, Felix Chern, Philip Sun, Quan Geng, Ruiqi Guo, Sanjiv Kumar

arxiv:1908.10396 v5 · 2019-08-27 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O72FTWY7FJUHPYLPQI6LJOKLK5}

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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

7 papers in Pith

LLM-Based User Personas for Recommendations at Scale

RACORN-1: Adaptive Recall-Preserving Speedup for Low-Selectivity Filtered Vector Search

The Decomposition Is the Fingerprint: Per-Component Identity for Agent Skills

Ascend-RaBitQ: Heterogeneous NPU-CPU Acceleration of Billion-Scale Similarity Search with 1-bit Quantization

Improving language models by retrieving from trillions of tokens

Receipt and verification

First computed	2026-07-05T01:57:12.705012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77f459db1f2a6877e16f823cb4b94b577fbceedb07cfea7a1b3dedf4ace91518

Aliases

arxiv: 1908.10396 · arxiv_version: 1908.10396v5 · doi: 10.48550/arxiv.1908.10396 · pith_short_12: O72FTWY7FJUH · pith_short_16: O72FTWY7FJUHPYLP · pith_short_8: O72FTWY7

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/O72FTWY7FJUHPYLPQI6LJOKLK5 \
  | 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: 77f459db1f2a6877e16f823cb4b94b577fbceedb07cfea7a1b3dedf4ace91518

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd296adc775496777f86753f55317109b38534be335b253254570b8123135adf",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-27T18:27:17Z",
    "title_canon_sha256": "3b67d3adaa315a7c1a8f1c7040b496660137f337839817ff1242be2cfcb721eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.10396",
    "kind": "arxiv",
    "version": 5
  }
}