Pith Number

pith:JKFCN56O

pith:2024:JKFCN56OFHMJOHR23Y5GOL4HIS

not attested not anchored not stored refs pending

Deep Networks Always Grok and Here is Why

Ahmed Imtiaz Humayun, Randall Balestriero, Richard Baraniuk

arxiv:2402.15555 v2 · 2024-02-23 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JKFCN56OFHMJOHR23Y5GOL4HIS}

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

Beyond Binary Out-of-Distribution Detection: Characterizing Distributional Shifts with Multi-Statistic Diffusion Trajectories

Complexity of Linear Regions in Self-supervised Deep ReLU Networks

Topological Signatures of Grokking

HM-Bench: A Comprehensive Benchmark for Multimodal Large Language Models in Hyperspectral Remote Sensing

Receipt and verification

First computed	2026-07-05T08:28:38.877572Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a8a26f7ce29d8971e3ade3a672f8744b87dbe2337423e0a435b164753bd5685

Aliases

arxiv: 2402.15555 · arxiv_version: 2402.15555v2 · doi: 10.48550/arxiv.2402.15555 · pith_short_12: JKFCN56OFHMJ · pith_short_16: JKFCN56OFHMJOHR2 · pith_short_8: JKFCN56O

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/JKFCN56OFHMJOHR23Y5GOL4HIS \
  | 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: 4a8a26f7ce29d8971e3ade3a672f8744b87dbe2337423e0a435b164753bd5685

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6b76148b413204a1d9952c0f0f552af9c1a93e66ed68834d33daeaad46ac0613",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-23T18:59:31Z",
    "title_canon_sha256": "42597b6d8466ac0f80a830c5a944d3bf37ba66431f123a53f2dbf70698fb6fb0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15555",
    "kind": "arxiv",
    "version": 2
  }
}