Pith Number

pith:MMWKDGG4

pith:2024:MMWKDGG4BEXPWIY5KER73ZCN5O

not attested not anchored not stored refs pending

On permutation-invariant neural networks

Masanari Kimura, Ryosuke Goto, Ryotaro Shimizu, Yuki Hirakawa, Yuki Saito

arxiv:2403.17410 v2 · 2024-03-26 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{MMWKDGG4BEXPWIY5KER73ZCN5O}

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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

5 papers in Pith

On Efficient Scaling of GNNs via IO-Aware Layers Implementations

Simulation-Based Inference for Cluster Cosmology with Set-Based Neural Network Architectures

Inducing Permutation Invariant Priors in Bayesian Optimization for Carbon Capture and Storage Applications

What-Where Transformer: A Slot-Centric Visual Backbone for Concurrent Representation and Localization

Inducing Permutation Invariant Priors in Bayesian Optimization for Carbon Capture and Storage Applications

Receipt and verification

First computed	2026-07-05T08:02:06.511020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

632ca198dc092efb231d5123fde44deb87c3ab9d03f0f6ce7b50b4a0c470914d

Aliases

arxiv: 2403.17410 · arxiv_version: 2403.17410v2 · doi: 10.48550/arxiv.2403.17410 · pith_short_12: MMWKDGG4BEXP · pith_short_16: MMWKDGG4BEXPWIY5 · pith_short_8: MMWKDGG4

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/MMWKDGG4BEXPWIY5KER73ZCN5O \
  | 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: 632ca198dc092efb231d5123fde44deb87c3ab9d03f0f6ce7b50b4a0c470914d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbdf9a4b6e1757c98f2ee7b4d15c532deff62af22298995a00120cd2c57523c5",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-26T06:06:01Z",
    "title_canon_sha256": "09b71799a9adc534409278c3f93df3a4531086c8bd04190c6529a1b68490ee32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.17410",
    "kind": "arxiv",
    "version": 2
  }
}