Pith Number

pith:XJS4KDVO

pith:2022:XJS4KDVO5PSVP3L76RXU7RDLGE

not attested not anchored not stored refs pending

Why Can GPT Learn In-Context? Language Models Implicitly Perform Gradient Descent as Meta-Optimizers

Damai Dai, Furu Wei, Li Dong, Shuming Ma, Yaru Hao, Yutao Sun, Zhifang Sui

arxiv:2212.10559 v3 · 2022-12-20 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XJS4KDVO5PSVP3L76RXU7RDLGE}

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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

14 papers in Pith

Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis

A Human-in-the-Loop Framework for Efficient Prompt Selection in Microscopy Vision-Language Models

Step-Video-T2V Technical Report: The Practice, Challenges, and Future of Video Foundation Model

Language Models can Solve Computer Tasks

Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

Receipt and verification

First computed	2026-07-05T06:09:47.319664Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba65c50eaeebe557ed7ff46f4fc46b31112645d3e7be804f6f64309742d4a55d

Aliases

arxiv: 2212.10559 · arxiv_version: 2212.10559v3 · doi: 10.48550/arxiv.2212.10559 · pith_short_12: XJS4KDVO5PSV · pith_short_16: XJS4KDVO5PSVP3L7 · pith_short_8: XJS4KDVO

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/XJS4KDVO5PSVP3L76RXU7RDLGE \
  | 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: ba65c50eaeebe557ed7ff46f4fc46b31112645d3e7be804f6f64309742d4a55d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5572a489d43f509b6ed9fc86fb460edff1b60e1cb01b66aebe0669af7d091d60",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-20T18:58:48Z",
    "title_canon_sha256": "85d5aae217fc86bf6ff9e7bd1e1a30ae1be7a7d461df81fcf885830126b163a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.10559",
    "kind": "arxiv",
    "version": 3
  }
}