Pith Number

pith:ZDDG5YSW

pith:2024:ZDDG5YSWKEYOD2KSIP6G634S4I

not attested not anchored not stored refs pending

In-Context Learning of Linear Systems: Generalization Theory and Applications to Operator Learning

Frank Cole, Tianhao Zhang, Wuzhe Xu, Yulong Lu

arxiv:2409.12293 v3 · 2024-09-18 · cs.LG · cs.NA · math.NA · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZDDG5YSWKEYOD2KSIP6G634S4I}

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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

Harness In-Context Operator Learning with Chain of Operators

Understanding In-Context Learning on Structured Manifolds: Bridging Attention to Kernel Methods

Understanding In-Context Learning for Nonlinear Regression with Transformers: Attention as Featurizer

Receipt and verification

First computed	2026-07-05T11:08:38.672821Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8c66ee2565130e1e95243fc6f6f92e23d20a7c8098350f8deee6ac1fe581694

Aliases

arxiv: 2409.12293 · arxiv_version: 2409.12293v3 · doi: 10.48550/arxiv.2409.12293 · pith_short_12: ZDDG5YSWKEYO · pith_short_16: ZDDG5YSWKEYOD2KS · pith_short_8: ZDDG5YSW

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/ZDDG5YSWKEYOD2KSIP6G634S4I \
  | 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: c8c66ee2565130e1e95243fc6f6f92e23d20a7c8098350f8deee6ac1fe581694

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "511bf2c63cfaa1552ec9008044cd7467abeeefefa217cd8637d3fe1bd9a39a64",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-18T19:59:50Z",
    "title_canon_sha256": "0cb6cacff7055c6d41604dce9b9cb40b1a9d0ecb12589420d98fc84c8acd840a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12293",
    "kind": "arxiv",
    "version": 3
  }
}