Pith Number

pith:O53HV73J

pith:2024:O53HV73JP7F5AO7SXG7QB6YFHM

not attested not anchored not stored refs pending

Density estimation with LLMs: a geometric investigation of in-context learning trajectories

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

arxiv:2410.05218 v3 · 2024-10-07 · cs.LG · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O53HV73JP7F5AO7SXG7QB6YFHM}

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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

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

Receipt and verification

First computed	2026-07-05T10:23:23.663275Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77767aff697fcbd03bf2b9bf00fb053b3aeff4992d03db8378f9c8deb2f2b3ea

Aliases

arxiv: 2410.05218 · arxiv_version: 2410.05218v3 · doi: 10.48550/arxiv.2410.05218 · pith_short_12: O53HV73JP7F5 · pith_short_16: O53HV73JP7F5AO7S · pith_short_8: O53HV73J

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/O53HV73JP7F5AO7SXG7QB6YFHM \
  | 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: 77767aff697fcbd03bf2b9bf00fb053b3aeff4992d03db8378f9c8deb2f2b3ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "058b48630a6d8222a3dc9784f6d3427f89971329ad433621449c412c9fe34e4e",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-07T17:22:56Z",
    "title_canon_sha256": "752993b5ab46403dbfbba26e55426a8b39c7dc27ac90afb4cf28aee782056a5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05218",
    "kind": "arxiv",
    "version": 3
  }
}