Pith Number

pith:I5IS4VBM

pith:2022:I5IS4VBMOATATTO2QNOLPVKG2P

not attested not anchored not stored refs pending

Transformers learn in-context by gradient descent

Alexander Mordvintsev, Andrey Zhmoginov, Ettore Randazzo, Eyvind Niklasson, Jo\~ao Sacramento, Johannes von Oswald, Max Vladymyrov

arxiv:2212.07677 v2 · 2022-12-15 · 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{I5IS4VBMOATATTO2QNOLPVKG2P}

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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

Structure Before Collapse: Transient semantic geometry in next-token prediction

Finite Certificates for In-Context Determinacy and a Threshold Theory of Emergence in Language Models

Language Models can Solve Computer Tasks

Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

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

Receipt and verification

First computed	2026-07-05T06:15:44.429267Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47512e542c702609cdda835cb7d546d3c4af46b17186ad0c9aa74c8ad4d86374

Aliases

arxiv: 2212.07677 · arxiv_version: 2212.07677v2 · doi: 10.48550/arxiv.2212.07677 · pith_short_12: I5IS4VBMOATA · pith_short_16: I5IS4VBMOATATTO2 · pith_short_8: I5IS4VBM

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/I5IS4VBMOATATTO2QNOLPVKG2P \
  | 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: 47512e542c702609cdda835cb7d546d3c4af46b17186ad0c9aa74c8ad4d86374

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4daddbf816c599ec59186284a19a685a308ed6752f0438e5d980eb9dfdaa86f8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-15T09:21:21Z",
    "title_canon_sha256": "42a78aec72b26e85f668c09d82dee4c1ef06e5860b729cd087c5139d0831b997"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.07677",
    "kind": "arxiv",
    "version": 2
  }
}