Pith Number

pith:SIUNM3SM

pith:2024:SIUNM3SMR6YY4XJCGO36XKZLRU

not attested not anchored not stored refs pending

Learning Physical Simulation with Message Passing Transformer

Yifei Li, Zeyi Xu

arxiv:2406.06060 v1 · 2024-06-10 · 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{SIUNM3SMR6YY4XJCGO36XKZLRU}

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

Pay Attention to Attention Distribution: A New Local Lipschitz Bound for Transformers

Receipt and verification

First computed	2026-07-05T08:29:37.288019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9228d66e4c8fb18e5d2233b7ebab2b8d12b0cc6f1735d3802d94c223579d29c1

Aliases

arxiv: 2406.06060 · arxiv_version: 2406.06060v1 · doi: 10.48550/arxiv.2406.06060 · pith_short_12: SIUNM3SMR6YY · pith_short_16: SIUNM3SMR6YY4XJC · pith_short_8: SIUNM3SM

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/SIUNM3SMR6YY4XJCGO36XKZLRU \
  | 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: 9228d66e4c8fb18e5d2233b7ebab2b8d12b0cc6f1735d3802d94c223579d29c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7de0680a5ff9b8d7ce79e02bcaaa9b25c9f2ca0640ca41a0ba642f6c007d616e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-10T07:14:56Z",
    "title_canon_sha256": "da843e5bea93294e4d17aa57cbbfc4aa037f31e3b888b4b47f5056871b5fb805"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.06060",
    "kind": "arxiv",
    "version": 1
  }
}