Pith Number

pith:FLYEV2A5

pith:2023:FLYEV2A55PYAW6GSVSJYY2ES4O

not attested not anchored not stored refs pending

Joint Training of Deep Ensembles Fails Due to Learner Collusion

Alan Jeffares, Jonathan Crabb\'e, Mihaela van der Schaar, Tennison Liu

arxiv:2301.11323 v2 · 2023-01-26 · 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{FLYEV2A55PYAW6GSVSJYY2ES4O}

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	2026-07-05T07:07:06.590525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2af04ae81debf00b78d2ac938c6892e390e884042e00fef627bbbd4a28d400f4

Aliases

arxiv: 2301.11323 · arxiv_version: 2301.11323v2 · doi: 10.48550/arxiv.2301.11323 · pith_short_12: FLYEV2A55PYA · pith_short_16: FLYEV2A55PYAW6GS · pith_short_8: FLYEV2A5

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/FLYEV2A55PYAW6GSVSJYY2ES4O \
  | 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: 2af04ae81debf00b78d2ac938c6892e390e884042e00fef627bbbd4a28d400f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31f2f1352845ffb6c34e81bdc5788c60a66ec04d6c8303db956ff76e6222e951",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-26T18:58:07Z",
    "title_canon_sha256": "54e398900d69c68aa7ca8967c2ef713990a458694dbbdffa564451d90125a585"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.11323",
    "kind": "arxiv",
    "version": 2
  }
}