Pith Number

pith:UUWHL3U5

pith:2025:UUWHL3U55WVQ63OSMJ4T6JPEII

not attested not anchored not stored refs pending

Dynamics of Transient Structure in In-Context Linear Regression Transformers

Daniel Murfet, Jesse Hoogland, Liam Carroll, Matthew Farrugia-Roberts

arxiv:2501.17745 v2 · 2025-01-29 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UUWHL3U55WVQ63OSMJ4T6JPEII}

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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 and Scale in Simplicial Sequence Modelling

High-Dimensional Statistics: Reflections on Progress and Open Problems

Temporal Task Diversity: Inductive Biases Under Non-Stationarity in Synthetic Sequence Modelling

Task Vector Geometry Underlies Dual Modes of Task Inference in Transformers

High-Dimensional Statistics: Reflections on Progress and Open Problems

Receipt and verification

First computed	2026-07-05T10:07:48.556094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a52c75ee9dedab0f6dd262793f25e442320dc12360d07c24b007f50fd4b518c5

Aliases

arxiv: 2501.17745 · arxiv_version: 2501.17745v2 · doi: 10.48550/arxiv.2501.17745 · pith_short_12: UUWHL3U55WVQ · pith_short_16: UUWHL3U55WVQ63OS · pith_short_8: UUWHL3U5

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/UUWHL3U55WVQ63OSMJ4T6JPEII \
  | 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: a52c75ee9dedab0f6dd262793f25e442320dc12360d07c24b007f50fd4b518c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d0500e0f9325d13b77015d1d119bab6dd90d24d9d9d9c2f1df417c04115fb0d0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-29T16:32:14Z",
    "title_canon_sha256": "2e0a77493e39516923bf2626f4f8a8ab8c44324f4e2206a52c989fa7d4a96996"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17745",
    "kind": "arxiv",
    "version": 2
  }
}