Pith Number

pith:USZEMS2J

pith:2020:USZEMS2JE7MXZCMZJDWHVAHM4D

not attested not anchored not stored refs pending

Incorporating Symmetry into Deep Dynamics Models for Improved Generalization

Robin Walters, Rose Yu, Rui Wang

arxiv:2002.03061 v4 · 2020-02-08 · cs.LG · math.RT · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{USZEMS2JE7MXZCMZJDWHVAHM4D}

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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

1 paper in Pith

Physics-Aligned Canonical Equivariant Fourier Neural Operator under Symmetry-Induced Shifts

Receipt and verification

First computed	2026-07-05T02:23:04.784053Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4b2464b4927d97c899948ec7a80ece0f507d29b350a45101c8daa67a32443bb

Aliases

arxiv: 2002.03061 · arxiv_version: 2002.03061v4 · doi: 10.48550/arxiv.2002.03061 · pith_short_12: USZEMS2JE7MX · pith_short_16: USZEMS2JE7MXZCMZ · pith_short_8: USZEMS2J

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/USZEMS2JE7MXZCMZJDWHVAHM4D \
  | 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: a4b2464b4927d97c899948ec7a80ece0f507d29b350a45101c8daa67a32443bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "566e1edcc7fe2222289205934b89a7ffaa25984ef55d169ad80e21f04a295160",
    "cross_cats_sorted": [
      "math.RT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-08T01:28:17Z",
    "title_canon_sha256": "8fa3d03c40d3a40ab0d4faea0119803983eb5a4795662f023aeb6f14391909f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.03061",
    "kind": "arxiv",
    "version": 4
  }
}