Pith Number

pith:4IOU7DUO

pith:2024:4IOU7DUOOR2FSEEDNKMTI5GLEP

not attested not anchored not stored refs pending

Understanding In-Context Learning of Linear Models in Transformers Through an Adversarial Lens

David Krueger, Johannes von Oswald, Louis Kirsch, Spencer Frei, Usman Anwar

arxiv:2411.05189 v2 · 2024-11-07 · cs.LG · cs.CR

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\usepackage{pith}
\pithnumber{4IOU7DUOOR2FSEEDNKMTI5GLEP}

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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

2 papers in Pith

On the Robustness of Tabular Foundation Models: Test-Time Attacks and In-Context Defenses

Transformers Efficiently Perform In-Context Logistic Regression via Normalized Gradient Descent

Receipt and verification

First computed	2026-07-05T11:49:05.186800Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e21d4f8e8e74745910836a993474cb23c4a347b5947d9c176223f8d495587ba8

Aliases

arxiv: 2411.05189 · arxiv_version: 2411.05189v2 · doi: 10.48550/arxiv.2411.05189 · pith_short_12: 4IOU7DUOOR2F · pith_short_16: 4IOU7DUOOR2FSEED · pith_short_8: 4IOU7DUO

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/4IOU7DUOOR2FSEEDNKMTI5GLEP \
  | 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: e21d4f8e8e74745910836a993474cb23c4a347b5947d9c176223f8d495587ba8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc8e7ef0150925a2b27aca6982afd6c82e4a033319b5f920ffaa7bebd8319dff",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-07T21:25:58Z",
    "title_canon_sha256": "451301b5fae42729d876b81f0e212443076b866b516a47782b3d7793ce861e18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.05189",
    "kind": "arxiv",
    "version": 2
  }
}