Pith Number

pith:YBFUWC4V

pith:2024:YBFUWC4VBBBLH5VP6CWRGH2FI2

not attested not anchored not stored refs pending

LLMs learn governing principles of dynamical systems, revealing an in-context neural scaling law

Christopher J. Earls, Nicolas Boull\'e, Rapha\"el Sarfati, Toni J.B. Liu

arxiv:2402.00795 v4 · 2024-02-01 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YBFUWC4VBBBLH5VP6CWRGH2FI2}

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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

3 papers in Pith

Pre-trained Large Language Models Learn Hidden Markov Models In-context

Stories in Space: In-Context Learning Trajectories in Conceptual Belief Space

Can Transformers predict system collapse in dynamical systems?

Receipt and verification

First computed	2026-07-05T11:29:47.419211Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c04b4b0b950842b3f6aff0ad131f4546816cc267e79692c16a0f245cf4cc7403

Aliases

arxiv: 2402.00795 · arxiv_version: 2402.00795v4 · doi: 10.48550/arxiv.2402.00795 · pith_short_12: YBFUWC4VBBBL · pith_short_16: YBFUWC4VBBBLH5VP · pith_short_8: YBFUWC4V

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/YBFUWC4VBBBLH5VP6CWRGH2FI2 \
  | 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: c04b4b0b950842b3f6aff0ad131f4546816cc267e79692c16a0f245cf4cc7403

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53f05075a4055045884a17a846069ef32c8b5f553a8976ac4486c508e34ddae7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-01T17:28:10Z",
    "title_canon_sha256": "07131d3752396a18bb7cfe78e442c2a86ed58ac7b7797c354d9225f515727a40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.00795",
    "kind": "arxiv",
    "version": 4
  }
}