Pith Number

pith:XV3T72FT

pith:2024:XV3T72FT36ZCTY7WW3AXVWE46Q

not attested not anchored not stored refs pending

Selective Learning: Towards Robust Calibration with Dynamic Regularization

Changqing Zhang, Joey Tianyi Zhou, Linjun Zhang, Qinghua Hu, Yifeng Yang, Zongbo Han

arxiv:2402.08384 v2 · 2024-02-13 · 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{XV3T72FT36ZCTY7WW3AXVWE46Q}

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

Bandwidth Selection in Kernel Density Estimation for Model Calibration

Receipt and verification

First computed	2026-07-05T08:43:26.232237Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd773fe8b3dfb229e3f6b6c17ad89cf4094375183373e2d55a45af54e0fdcf0d

Aliases

arxiv: 2402.08384 · arxiv_version: 2402.08384v2 · doi: 10.48550/arxiv.2402.08384 · pith_short_12: XV3T72FT36ZC · pith_short_16: XV3T72FT36ZCTY7W · pith_short_8: XV3T72FT

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/XV3T72FT36ZCTY7WW3AXVWE46Q \
  | 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: bd773fe8b3dfb229e3f6b6c17ad89cf4094375183373e2d55a45af54e0fdcf0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ebbe2c752b9e2798cc87f8e7d0abaf7461ae4c44693d33795ef514384908d8e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-13T11:25:20Z",
    "title_canon_sha256": "5442b36af073fbf758614aa9456d9c24fa92537a1c2b51c2099bb4de2700ab1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.08384",
    "kind": "arxiv",
    "version": 2
  }
}