Pith Number

pith:72NTKJFB

pith:2023:72NTKJFBOB7X6UPFXKYY4JGD3A

not attested not anchored not stored refs pending

Resilient Multiple Choice Learning: A learned scoring scheme with application to audio scene analysis

Ga\"el Richard, Mathieu Fontaine, Micka\"el Chen, Patrick P\'erez, Slim Essid, Victor Letzelter

arxiv:2311.01052 v2 · 2023-11-02 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{72NTKJFBOB7X6UPFXKYY4JGD3A}

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.

Receipt and verification

First computed	2026-07-05T07:13:25.682442Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe9b3524a1707f7f51e5bab18e24c3d83ca002de570917f673916bd32e75a783

Aliases

arxiv: 2311.01052 · arxiv_version: 2311.01052v2 · doi: 10.48550/arxiv.2311.01052 · pith_short_12: 72NTKJFBOB7X · pith_short_16: 72NTKJFBOB7X6UPF · pith_short_8: 72NTKJFB

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/72NTKJFBOB7X6UPFXKYY4JGD3A \
  | 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: fe9b3524a1707f7f51e5bab18e24c3d83ca002de570917f673916bd32e75a783

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19a7eadf348ee7122067236a2f80efbdc8d6b2b38c7824d0632f5bc9a1b2ba30",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-11-02T07:54:03Z",
    "title_canon_sha256": "c0196bd91b80f82f8038f1df0294ff333fef1884615cbb71388a8e3e9564bcb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.01052",
    "kind": "arxiv",
    "version": 2
  }
}