Pith Number

pith:4JUK444D

pith:2020:4JUK444DUWQTRASMUEIFRNUNAQ

not attested not anchored not stored refs pending

Geometry-Aware Gradient Algorithms for Neural Architecture Search

Ameet Talwalkar, Liam Li, Maria-Florina Balcan, Mikhail Khodak

arxiv:2004.07802 v5 · 2020-04-16 · cs.LG · cs.CV · cs.NE · math.OC · 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{4JUK444DUWQTRASMUEIFRNUNAQ}

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

1 paper in Pith

The Good, The Efficient and the Inductive Biases: Exploring Efficiency in Deep Learning Through the Use of Inductive Biases

Receipt and verification

First computed	2026-07-05T02:24:23.741855Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e268ae7383a5a138824ca11058b68d041e4cac03fff1af6da61d27711e5f239c

Aliases

arxiv: 2004.07802 · arxiv_version: 2004.07802v5 · doi: 10.48550/arxiv.2004.07802 · pith_short_12: 4JUK444DUWQT · pith_short_16: 4JUK444DUWQTRASM · pith_short_8: 4JUK444D

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/4JUK444DUWQTRASMUEIFRNUNAQ \
  | 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: e268ae7383a5a138824ca11058b68d041e4cac03fff1af6da61d27711e5f239c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "204c149cc2743ea8fea681ffc7dd6e707f5de802878b6afcfeadd37bda07a282",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.NE",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-04-16T17:46:39Z",
    "title_canon_sha256": "816f20f83950c4162d682d1d8e448f257ec0744a6cc1922088c5fce1f700e8f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2004.07802",
    "kind": "arxiv",
    "version": 5
  }
}