Pith Number

pith:IWZ2NEFS

pith:2024:IWZ2NEFSQ567EVWNSUNOTBSVDO

not attested not anchored not stored refs pending

Enhanced Transformer architecture for in-context learning of dynamical systems

Dario Piga, Gabriele Maroni, Marco Forgione, Matteo Rufolo

arxiv:2410.03291 v1 · 2024-10-04 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IWZ2NEFSQ567EVWNSUNOTBSVDO}

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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

Distributionally robust minimization in meta-learning for system identification

Receipt and verification

First computed	2026-07-05T09:15:47.238762Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45b3a690b2877df256cd951ae986551b81ccf6b25fd53c8167c975085df1c512

Aliases

arxiv: 2410.03291 · arxiv_version: 2410.03291v1 · doi: 10.48550/arxiv.2410.03291 · pith_short_12: IWZ2NEFSQ567 · pith_short_16: IWZ2NEFSQ567EVWN · pith_short_8: IWZ2NEFS

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/IWZ2NEFSQ567EVWNSUNOTBSVDO \
  | 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: 45b3a690b2877df256cd951ae986551b81ccf6b25fd53c8167c975085df1c512

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89faa7a9250ec16d1b6e899b756ea4c24bdd37584a647313236acc3709658f00",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-04T10:05:15Z",
    "title_canon_sha256": "fb0ed1ece819ae51b8af8b442165f197209c6db5760b61d681af10916b633da0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03291",
    "kind": "arxiv",
    "version": 1
  }
}