Pith Number

pith:SHRPS3F6

pith:2022:SHRPS3F6QA5SGNHZ3UYAZXLCCL

not attested not anchored not stored refs pending

Compute Trends Across Three Eras of Machine Learning

Anson Ho, Jaime Sevilla, Lennart Heim, Marius Hobbhahn, Pablo Villalobos, Tamay Besiroglu

arxiv:2202.05924 v2 · 2022-02-11 · cs.LG · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SHRPS3F6QA5SGNHZ3UYAZXLCCL}

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

4 papers in Pith

MedicalRec: Medical recommender system for image classification without retraining

A Theoretical Framework for Auxiliary-Loss-Free Load Balancing of Sparse Mixture-of-Experts in Large-Scale AI Models

LLMOrbit: A Circular Taxonomy of Large Language Models -From Scaling Walls to Agentic AI Systems

Position: LLM Inference Should Be Evaluated as Energy-to-Token Production

Receipt and verification

First computed	2026-07-05T07:14:05.005919Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91e2f96cbe803b2334f9dd300cdd6212e5b179aff937ea977f196737cd694f4b

Aliases

arxiv: 2202.05924 · arxiv_version: 2202.05924v2 · doi: 10.48550/arxiv.2202.05924 · pith_short_12: SHRPS3F6QA5S · pith_short_16: SHRPS3F6QA5SGNHZ · pith_short_8: SHRPS3F6

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/SHRPS3F6QA5SGNHZ3UYAZXLCCL \
  | 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: 91e2f96cbe803b2334f9dd300cdd6212e5b179aff937ea977f196737cd694f4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88cc1617ffdb3edb31cfc850abbd8b0a2b0ec6d1460f2c8213660db0ce45dee0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-11T22:42:47Z",
    "title_canon_sha256": "988230475cf54bba2711a8aa46481d8197e03ce55378a9254ed81c0100990d5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.05924",
    "kind": "arxiv",
    "version": 2
  }
}