Pith Number

pith:CZAYVPPZ

pith:2023:CZAYVPPZINTJR2J5RC6ZLY6FHL

not attested not anchored not stored refs pending

How Do Transformers Learn In-Context Beyond Simple Functions? A Case Study on Learning with Representations

Caiming Xiong, Huan Wang, Silvio Savarese, Song Mei, Tianyu Guo, Wei Hu, Yu Bai

arxiv:2310.10616 v1 · 2023-10-16 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CZAYVPPZINTJR2J5RC6ZLY6FHL}

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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

Looped Transformers with Layer Normalization Provably Learn the Power Method

TabICL: A Tabular Foundation Model for In-Context Learning on Large Data

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

Receipt and verification

First computed	2026-07-05T07:01:22.399851Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

16418abdf9436698e93d88bd95e3c53ac012a7516ba71bdaee12628751a54e32

Aliases

arxiv: 2310.10616 · arxiv_version: 2310.10616v1 · doi: 10.48550/arxiv.2310.10616 · pith_short_12: CZAYVPPZINTJ · pith_short_16: CZAYVPPZINTJR2J5 · pith_short_8: CZAYVPPZ

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/CZAYVPPZINTJR2J5RC6ZLY6FHL \
  | 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: 16418abdf9436698e93d88bd95e3c53ac012a7516ba71bdaee12628751a54e32

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "542f958536b2751cab9af31af02ca6e9d93ea1bf1c7ee1954d833486f32f3b73",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-16T17:40:49Z",
    "title_canon_sha256": "ee5e97693381344eaf59fcb8b945d8b48fbb1e5e9290cf4a18fc7547d9826c08"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.10616",
    "kind": "arxiv",
    "version": 1
  }
}