Pith Number

pith:DVYHNZXG

pith:2020:DVYHNZXGT5AQX657IHCPIL3WHQ

not attested not anchored not stored refs pending

The Computational Limits of Deep Learning

Gabriel F. Manso, Keeheon Lee, Kristjan Greenewald, Neil C. Thompson

arxiv:2007.05558 v2 · 2020-07-10 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DVYHNZXGT5AQX657IHCPIL3WHQ}

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

18 papers in Pith

Efficient PEFT Methods with Adaptive Checkpointing for Vision Models and VLMs on Resource Constrained Consumer-GPUs

A Functional Data Framework For Analyzing Shapes and Textures in Images

General-Purpose Photonic Computing Primitive for Contemporary Artificial Intelligence

Recursive Block-Diagonal Coupling for Resource-Efficient Training of Vision Models

Will LLMs Scaling Hit the Wall? Breaking Barriers via Distributed Resources on Massive Edge Devices

Receipt and verification

First computed	2026-07-05T04:43:56.031518Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d7076e6e69f410bfbbf41c4f42f763c0622ed27667c5de1a3a094bd9f82c083

Aliases

arxiv: 2007.05558 · arxiv_version: 2007.05558v2 · doi: 10.48550/arxiv.2007.05558 · pith_short_12: DVYHNZXGT5AQ · pith_short_16: DVYHNZXGT5AQX657 · pith_short_8: DVYHNZXG

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/DVYHNZXGT5AQX657IHCPIL3WHQ \
  | 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: 1d7076e6e69f410bfbbf41c4f42f763c0622ed27667c5de1a3a094bd9f82c083

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a699797117c516ed82f7d31dbefd75f72a31cad4f8dff11379743ec223c6c83",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-10T18:26:17Z",
    "title_canon_sha256": "9fbbaac79b17e257f585702e62fcbef1415194c4fd65fb40589326ef6ddf111a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.05558",
    "kind": "arxiv",
    "version": 2
  }
}