Pith Number

pith:22B2GLMP

pith:2022:22B2GLMPPEQAEMM6WMHLQDOWJO

not attested not anchored not stored refs pending

What Can Transformers Learn In-Context? A Case Study of Simple Function Classes

Dimitris Tsipras, Gregory Valiant, Percy Liang, Shivam Garg

arxiv:2208.01066 v3 · 2022-08-01 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{22B2GLMPPEQAEMM6WMHLQDOWJO}

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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

7 papers in Pith

Consistency Training while Mitigating Obfuscation via Rate Matching

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

What learning algorithm is in-context learning? Investigations with linear models

Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?

One for All: A Non-Linear Transformer can Enable Cross-Domain Generalization for In-Context Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:40:28.825049Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d683a32d8f792002319eb30eb80dd64baa4fcbc7d16ac13bf6041d0ecaec72d6

Aliases

arxiv: 2208.01066 · arxiv_version: 2208.01066v3 · doi: 10.48550/arxiv.2208.01066 · pith_short_12: 22B2GLMPPEQA · pith_short_16: 22B2GLMPPEQAEMM6 · pith_short_8: 22B2GLMP

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/22B2GLMPPEQAEMM6WMHLQDOWJO \
  | 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: d683a32d8f792002319eb30eb80dd64baa4fcbc7d16ac13bf6041d0ecaec72d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3694097d61fa9194bd85dd7cf69c528ce0e36bcd6ce7cb7c154acc1e8486c5ac",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-08-01T18:01:40Z",
    "title_canon_sha256": "50a5f7023a8cb392bc189638786322e9d85e6802e15078af5595661bf9b645ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.01066",
    "kind": "arxiv",
    "version": 3
  }
}