Pith Number

pith:L5WMPGKE

pith:2023:L5WMPGKEWYBTLACQTNEHOQNLOQ

not attested not anchored not stored refs pending

Transformers Learn to Achieve Second-Order Convergence Rates for In-Context Linear Regression

Deqing Fu, Robin Jia, Tian-Qi Chen, Vatsal Sharan

arxiv:2310.17086 v3 · 2023-10-26 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L5WMPGKEWYBTLACQTNEHOQNLOQ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

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

A Survey on In-context Learning

Receipt and verification

First computed	2026-07-05T09:36:08.075521Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f6cc79944b6033580509b487741ab740171e9e38ea03ce315f1ab3542b5dfc7

Aliases

arxiv: 2310.17086 · arxiv_version: 2310.17086v3 · doi: 10.48550/arxiv.2310.17086 · pith_short_12: L5WMPGKEWYBT · pith_short_16: L5WMPGKEWYBTLACQ · pith_short_8: L5WMPGKE

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/L5WMPGKEWYBTLACQTNEHOQNLOQ \
  | 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: 5f6cc79944b6033580509b487741ab740171e9e38ea03ce315f1ab3542b5dfc7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ced4614cd6a34e89cec737cf4ee3be3c9876dddbf2bc89a71fa4b5bc8ac28dd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-26T01:08:47Z",
    "title_canon_sha256": "fe6ee8c8b80d8cb7c44a803edfbb07e127d1737e97a41f95f23be9ccb73f2ef6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.17086",
    "kind": "arxiv",
    "version": 3
  }
}