Pith Number

pith:XDZFECGU

pith:2024:XDZFECGUQLBDNWOXLOPXHGC427

not attested not anchored not stored refs pending

On the Ability of Deep Networks to Learn Symmetries from Data: A Neural Kernel Theory

Andrea Perin, Stephane Deny

arxiv:2412.11521 v2 · 2024-12-16 · 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{XDZFECGUQLBDNWOXLOPXHGC427}

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

Zero-Shot Visual Generalization in Robot Manipulation

Receipt and verification

First computed	2026-07-05T11:27:22.730296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8f25208d482c236d9d75b9f73985cd7da67ce90f24de0630ebfaf9f9a91cadb

Aliases

arxiv: 2412.11521 · arxiv_version: 2412.11521v2 · doi: 10.48550/arxiv.2412.11521 · pith_short_12: XDZFECGUQLBD · pith_short_16: XDZFECGUQLBDNWOX · pith_short_8: XDZFECGU

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/XDZFECGUQLBDNWOXLOPXHGC427 \
  | 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: b8f25208d482c236d9d75b9f73985cd7da67ce90f24de0630ebfaf9f9a91cadb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75d341cef8f7e05f3d6c80a946804858e004d7a870048298de03903212b2d918",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-16T07:56:54Z",
    "title_canon_sha256": "5e8d14e3a5af1e678a43914fdf9fdbf1c7cb33d97e06f3664279715c8732ef4e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11521",
    "kind": "arxiv",
    "version": 2
  }
}