Pith Number

pith:HK55CKJ4

pith:2020:HK55CKJ4YCLFFXBJDPERWEIXXL

not attested not anchored not stored refs pending

The De-democratization of AI: Deep Learning and the Compute Divide in Artificial Intelligence Research

Muntasir Wahed, Nur Ahmed

arxiv:2010.15581 v1 · 2020-10-22 · cs.CY · 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{HK55CKJ4YCLFFXBJDPERWEIXXL}

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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

Evaluation of ML Resource Utilization Requires Model Life Cycle Assessment

Barriers to Evidence in AI-Related Cases and the Privatization of Proof

HRM-Text: Efficient Pretraining Beyond Scaling

Characterizing Learning in Deep Neural Networks using Tractable Algorithmic Complexity Analysis

How Hyper-Datafication Impacts the Sustainability Costs in Frontier AI

Receipt and verification

First computed	2026-07-05T01:47:38.500070Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3abbd1293cc09652dc291bc91b1117badf5f2c0952407e623d3ca82d4606b25d

Aliases

arxiv: 2010.15581 · arxiv_version: 2010.15581v1 · doi: 10.48550/arxiv.2010.15581 · pith_short_12: HK55CKJ4YCLF · pith_short_16: HK55CKJ4YCLFFXBJ · pith_short_8: HK55CKJ4

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/HK55CKJ4YCLFFXBJDPERWEIXXL \
  | 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: 3abbd1293cc09652dc291bc91b1117badf5f2c0952407e623d3ca82d4606b25d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9f464cf8dc81a308d59eed4bc6f8b03258f385525e77a06a35051cf4f6989c6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2020-10-22T15:11:14Z",
    "title_canon_sha256": "34a26ac3432232858d45917832754b6e28520aefaf14f938f254062f068bf716"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.15581",
    "kind": "arxiv",
    "version": 1
  }
}