Pith Number

pith:GRPMHXN6

pith:2024:GRPMHXN6GNVGC3CPOCP52EGTOL

not attested not anchored not stored refs pending

Annealed Multiple Choice Learning: Overcoming limitations of Winner-takes-all with annealing

Adrien Cort\'es, David Perera, Ga\"el Richard, Mickael Chen, Slim Essid, Th\'eo Mariotte, Victor Letzelter

arxiv:2407.15580 v3 · 2024-07-22 · cs.LG · cs.SD · eess.AS · math.PR · 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{GRPMHXN6GNVGC3CPOCP52EGTOL}

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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

Multiple Choice Learning for Efficient Speech Separation with Many Speakers

Receipt and verification

First computed	2026-07-05T10:02:05.250296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

345ec3ddbe336a616c4f709fdd10d372f79cce973817d1a7b661d4169ae5343e

Aliases

arxiv: 2407.15580 · arxiv_version: 2407.15580v3 · doi: 10.48550/arxiv.2407.15580 · pith_short_12: GRPMHXN6GNVG · pith_short_16: GRPMHXN6GNVGC3CP · pith_short_8: GRPMHXN6

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/GRPMHXN6GNVGC3CPOCP52EGTOL \
  | 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: 345ec3ddbe336a616c4f709fdd10d372f79cce973817d1a7b661d4169ae5343e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb312d50e2ab402e69df50f567ec4fb9eeed39f45dd654e27d8c2c5bf6d4deed",
    "cross_cats_sorted": [
      "cs.SD",
      "eess.AS",
      "math.PR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-22T12:16:56Z",
    "title_canon_sha256": "dfd72fb853d1f50172ea4a8a01ecc215f2973d83bc04acd93238c168c5d97c90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.15580",
    "kind": "arxiv",
    "version": 3
  }
}