Pith Number

pith:LR3WB3LU

pith:2025:LR3WB3LUT4MGYY3RXX2ZVGEBU2

not attested not anchored not stored refs pending

Distributions In, Distributions Out: The Case for Soft-Label Training

Agamdeep Singh, Ashish Tiwari, Hosein Hasanbeig, Priyanshu Gupta

arxiv:2511.14117 v2 · 2025-11-18 · 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{LR3WB3LUT4MGYY3RXX2ZVGEBU2}

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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

Metric-Dependent Annotation Saturation for Learning from Label Distributions

Receipt and verification

First computed	2026-07-31T01:08:53.793392Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

5c7760ed749f186c6371bdf59a9881a6a19ef0cfc30f330c97f32d509d028e62

Aliases

arxiv: 2511.14117 · arxiv_version: 2511.14117v2 · doi: 10.48550/arxiv.2511.14117 · pith_short_12: LR3WB3LUT4MG · pith_short_16: LR3WB3LUT4MGYY3R · pith_short_8: LR3WB3LU

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/LR3WB3LUT4MGYY3RXX2ZVGEBU2 \
  | 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: 5c7760ed749f186c6371bdf59a9881a6a19ef0cfc30f330c97f32d509d028e62

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50749183e719f4d4d93fd468906ef1b421eeee004ebb3da0745f5b48cc445b09",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-11-18T04:02:29Z",
    "title_canon_sha256": "ec25906516b61a27c9fe1709eed310d1284838600f2f48611dfc36b727a5bfcc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.14117",
    "kind": "arxiv",
    "version": 2
  }
}