Pith Number

pith:GCETK23F

pith:2023:GCETK23F3WFQYWI7FON7TSHL6E

not attested not anchored not stored refs pending

EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations

Abhishek Das, Brandon Wood, Tess Smidt, Yi-Lun Liao

arxiv:2306.12059 v3 · 2023-06-21 · cs.LG · cs.AI · physics.comp-ph

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\usepackage{pith}
\pithnumber{GCETK23F3WFQYWI7FON7TSHL6E}

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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

26 papers in Pith

REViT: Roto-reflection Equivariant Convolutional Vision Transformer

Toward Controllable Catalyst Inverse Design via Large-Scale Autoregressive Pretraining

Six Open Questions in Machine-Learned Interatomic Potential Foundation Models

EpiFormer: Learning Antigen-Antibody Interactions for Epitope Prediction via Geometric Deep Learning

DPA4: Pushing the Accuracy-Cost Frontier of Interatomic Potentials with EMFA SO(2) Convolution

Receipt and verification

First computed	2026-07-05T07:53:08.825945Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3089356b65dd8b0c591f2b9bf9c8ebf1131a284287a0dee9d140f735c2a21377

Aliases

arxiv: 2306.12059 · arxiv_version: 2306.12059v3 · doi: 10.48550/arxiv.2306.12059 · pith_short_12: GCETK23F3WFQ · pith_short_16: GCETK23F3WFQYWI7 · pith_short_8: GCETK23F

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/GCETK23F3WFQYWI7FON7TSHL6E \
  | 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: 3089356b65dd8b0c591f2b9bf9c8ebf1131a284287a0dee9d140f735c2a21377

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f3317fcb5d3a6249c7b7858e983fe0fb28a07639d801a3b17bf58e6c9e14f0f",
    "cross_cats_sorted": [
      "cs.AI",
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-21T07:01:38Z",
    "title_canon_sha256": "1f0127396421ff9c2ef86d3e62cea2f0f1c234dfea2169ac3a8cd305efefb4d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.12059",
    "kind": "arxiv",
    "version": 3
  }
}