Pith Number

pith:5JEOIXMT

pith:2024:5JEOIXMTTOBIN66QSWJ2AAUKNL

not attested not anchored not stored refs pending

In-Context Learning with Transformers: Softmax Attention Adapts to Function Lipschitzness

Advait Parulekar, Aryan Mokhtari, Liam Collins, Sanjay Shakkottai, Sujay Sanghavi

arxiv:2402.11639 v2 · 2024-02-18 · 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{5JEOIXMTTOBIN66QSWJ2AAUKNL}

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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

1 paper in Pith

StaICC: Standardized Evaluation for Classification Task in In-context Learning

Receipt and verification

First computed	2026-07-05T08:24:02.185350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ea48e45d939b8286fbd09593a0028a6ad8bb02ccffea4d48022aae9a983ed778

Aliases

arxiv: 2402.11639 · arxiv_version: 2402.11639v2 · doi: 10.48550/arxiv.2402.11639 · pith_short_12: 5JEOIXMTTOBI · pith_short_16: 5JEOIXMTTOBIN66Q · pith_short_8: 5JEOIXMT

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/5JEOIXMTTOBIN66QSWJ2AAUKNL \
  | 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: ea48e45d939b8286fbd09593a0028a6ad8bb02ccffea4d48022aae9a983ed778

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92ad621f5771125a64527dbb0b6ff4ef37d10a77a215685628d1e6c8b9c24246",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-18T16:37:32Z",
    "title_canon_sha256": "e7ea23fd8b54d0258580e33ba7dc955d864c398fb0e679a7a8edb4621307d5aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.11639",
    "kind": "arxiv",
    "version": 2
  }
}