Pith Number

pith:W56WAMFR

pith:2024:W56WAMFRURJWHIVZOCJT3U5JXB

not attested not anchored not stored refs pending

Equivariant Neural Functional Networks for Transformers

An Nguyen The, Duy-Tung Pham, Minh-Khoi Nguyen-Nhat, Tan Minh Nguyen, Thanh Tran, Thieu N. Vo, Tho Tran Huu, Viet-Hoang Tran

arxiv:2410.04209 v2 · 2024-10-05 · 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{W56WAMFRURJWHIVZOCJT3U5JXB}

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.

Receipt and verification

First computed	2026-07-05T10:26:08.459797Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b77d6030b1a45363a2b970933dd3a9b843db338f54e3159cfc622feb8b6b89fd

Aliases

arxiv: 2410.04209 · arxiv_version: 2410.04209v2 · doi: 10.48550/arxiv.2410.04209 · pith_short_12: W56WAMFRURJW · pith_short_16: W56WAMFRURJWHIVZ · pith_short_8: W56WAMFR

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/W56WAMFRURJWHIVZOCJT3U5JXB \
  | 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: b77d6030b1a45363a2b970933dd3a9b843db338f54e3159cfc622feb8b6b89fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b1473ae55494fe42c8a6a434e5ed09edda062c32564eb87d8bc189542749bc0e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-05T15:56:57Z",
    "title_canon_sha256": "cd233a3f79e457ecb46329887ea19e65dc1290e409e13a33c93028f7a7770651"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04209",
    "kind": "arxiv",
    "version": 2
  }
}