Pith Number

pith:MZU3LHF7

pith:2024:MZU3LHF7N45TK7T3W2TPJP6IVR

not attested not anchored not stored refs pending

Dual Risk Minimization: Towards Next-Level Robustness in Fine-tuning Zero-Shot Models

Didan Deng, Kaican Li, Lanqing Hong, Nevin L. Zhang, Ricardo Silva, Weiyan Xie, Yongxiang Huang, Zhenguo Li

arxiv:2411.19757 v1 · 2024-11-29 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MZU3LHF7N45TK7T3W2TPJP6IVR}

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	2026-07-05T09:42:07.831969Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6669b59cbf6f3b357e7bb6a6f4bfc8ac4e7b4452a0db8eb7211a815b6e4a8c0e

Aliases

arxiv: 2411.19757 · arxiv_version: 2411.19757v1 · doi: 10.48550/arxiv.2411.19757 · pith_short_12: MZU3LHF7N45T · pith_short_16: MZU3LHF7N45TK7T3 · pith_short_8: MZU3LHF7

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/MZU3LHF7N45TK7T3W2TPJP6IVR \
  | 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: 6669b59cbf6f3b357e7bb6a6f4bfc8ac4e7b4452a0db8eb7211a815b6e4a8c0e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94319a7bf67278074997616213e4c78c600b44d8c9b7d73fcea59361accf41cc",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-29T15:01:25Z",
    "title_canon_sha256": "452931b960f77e038dda287ae9cf8c8c4bff7035145924261e09ed23b2432ff4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19757",
    "kind": "arxiv",
    "version": 1
  }
}