Pith Number

pith:X5KU2AHW

pith:2025:X5KU2AHWLFER4CMVQJ2NHKJJA6

not attested not anchored not stored refs pending

A Mechanistic Analysis of Transformers for Dynamical Systems

Eleni Chatzi, Gregory Duth\'e, Ioannis G. Kevrekidis, Nikolaos Evangelou, Wei Liu

arxiv:2512.21113 v2 · 2025-12-24 · cs.LG · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X5KU2AHWLFER4CMVQJ2NHKJJA6}

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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

3 papers in Pith

Transformers for dynamical systems learn transfer operators in-context

Equation-Free Digital Twins for Nonlinear Structural Dynamics

Receipt and verification

First computed	2026-08-06T01:37:45.269129Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf554d00f659491e09958274d3a9290792f73746b39629110c02938e55268cb6

Aliases

arxiv: 2512.21113 · arxiv_version: 2512.21113v2 · doi: 10.48550/arxiv.2512.21113 · pith_short_12: X5KU2AHWLFER · pith_short_16: X5KU2AHWLFER4CMV · pith_short_8: X5KU2AHW

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/X5KU2AHWLFER4CMVQJ2NHKJJA6 \
  | 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: bf554d00f659491e09958274d3a9290792f73746b39629110c02938e55268cb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "086389723b5abd0fbbd67bacaca90e6b1fe01e0930ab8cfba5976616e812a5a9",
    "cross_cats_sorted": [
      "cs.CE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-24T11:21:07Z",
    "title_canon_sha256": "cc19e8d515dd5d293da7ba529de7eec581a822157892f5f10c46ca3c682634ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.21113",
    "kind": "arxiv",
    "version": 2
  }
}