Pith Number

pith:FNTBNMJX

pith:2025:FNTBNMJX4TE7FPL7ANX5RSTGFB

not attested not anchored not stored refs pending

Promoting Ensemble Diversity with Interactive Bayesian Distributional Robustness for Fine-tuning Foundation Models

Dinh Phung, Ngoc-Quan Pham, Quyen Tran, Tan Nguyen, Trung Le, Tuan Truong

arxiv:2506.07247 v1 · 2025-06-08 · 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{FNTBNMJX4TE7FPL7ANX5RSTGFB}

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	2026-07-05T11:18:04.197710Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b6616b137e4c9f2bd7f036fd8ca662868c89e8d3002f4625bcfb3a5b53f2b06

Aliases

arxiv: 2506.07247 · arxiv_version: 2506.07247v1 · doi: 10.48550/arxiv.2506.07247 · pith_short_12: FNTBNMJX4TE7 · pith_short_16: FNTBNMJX4TE7FPL7 · pith_short_8: FNTBNMJX

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/FNTBNMJX4TE7FPL7ANX5RSTGFB \
  | 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: 2b6616b137e4c9f2bd7f036fd8ca662868c89e8d3002f4625bcfb3a5b53f2b06

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60408980a9e7d47f45962e2c823c3757a29a96459d10c160abf4de97dbf1b481",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-08T18:05:31Z",
    "title_canon_sha256": "5fd0c946a49fb3fdfc941a381697895a33829816a6b501b395998b08c8a317d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.07247",
    "kind": "arxiv",
    "version": 1
  }
}