Pith Number

pith:2DFCIXE2

pith:2025:2DFCIXE2TUDM6AZSAHGSFQCVL7

not attested not anchored not stored refs pending

In-Context Parametric Inference: Point or Distribution Estimators?

Guillaume Lajoie, Nikolay Malkin, Sarthak Mittal, Yoshua Bengio

arxiv:2502.11617 v1 · 2025-02-17 · cs.LG · cs.AI · 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{2DFCIXE2TUDM6AZSAHGSFQCVL7}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Soft Specialists: $\alpha$-R\'enyi Ensembles for Uncertainty-Aware LLM Post-Training

Receipt and verification

First computed	2026-07-05T10:15:31.641550Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0ca245c9a9d06cf033201cd22c0555ffd8dae1c5bf7f036f721ba82a4a5d62d

Aliases

arxiv: 2502.11617 · arxiv_version: 2502.11617v1 · doi: 10.48550/arxiv.2502.11617 · pith_short_12: 2DFCIXE2TUDM · pith_short_16: 2DFCIXE2TUDM6AZS · pith_short_8: 2DFCIXE2

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/2DFCIXE2TUDM6AZSAHGSFQCVL7 \
  | 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: d0ca245c9a9d06cf033201cd22c0555ffd8dae1c5bf7f036f721ba82a4a5d62d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd547491b7e225db531a41a64c703c0b1443fa5993cafe6bab40625c40b5390e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-17T10:00:24Z",
    "title_canon_sha256": "4eb6d314460d580602e3df9310fdf910643dc80a6f945f717c673eac51c99475"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11617",
    "kind": "arxiv",
    "version": 1
  }
}