Pith Number

pith:RYGAY2T6

pith:2023:RYGAY2T6EL5R4XJAENTLACMKBR

not attested not anchored not stored refs pending

On the Limitations of Temperature Scaling for Distributions with Overlaps

Muthu Chidambaram, Rong Ge

arxiv:2306.00740 v3 · 2023-06-01 · cs.LG · 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{RYGAY2T6EL5R4XJAENTLACMKBR}

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

Calibrated and Efficient Sampling-Free Confidence Estimation for LiDAR Scene Semantic Segmentation

Receipt and verification

First computed	2026-07-05T07:44:54.500259Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e0c0c6a7e22fb1e5d202366b0098a0c674ca1da682961c0e3836a8b36ecf862

Aliases

arxiv: 2306.00740 · arxiv_version: 2306.00740v3 · doi: 10.48550/arxiv.2306.00740 · pith_short_12: RYGAY2T6EL5R · pith_short_16: RYGAY2T6EL5R4XJA · pith_short_8: RYGAY2T6

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/RYGAY2T6EL5R4XJAENTLACMKBR \
  | 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: 8e0c0c6a7e22fb1e5d202366b0098a0c674ca1da682961c0e3836a8b36ecf862

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f953612f2f6069413c4f079a498609453375a9bc3ac376d1b37cfe78b5d68e0c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-01T14:35:28Z",
    "title_canon_sha256": "c6a8d3de2b9792ba69f6a1ba599c8e7d9107bcab896c2786cc89d0deeca33001"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.00740",
    "kind": "arxiv",
    "version": 3
  }
}