Pith Number

pith:XZYGAAY3

pith:2022:XZYGAAY32YEIC4KBKL4R62HLG2

not attested not anchored not stored refs pending

On Background Bias in Deep Metric Learning

Andreas Hotho, Konstantin Kobs

arxiv:2210.01615 v1 · 2022-10-04 · cs.CV · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XZYGAAY32YEIC4KBKL4R62HLG2}

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.

Cited by

1 paper in Pith

CouCE: A Unified Causal Framework for Debiased Deep Metric Learning

Receipt and verification

First computed	2026-07-05T05:03:12.576092Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be7060031bd60881714152f91f68eb36915223f1f72442e4d0b87f291e9f741d

Aliases

arxiv: 2210.01615 · arxiv_version: 2210.01615v1 · doi: 10.48550/arxiv.2210.01615 · pith_short_12: XZYGAAY32YEI · pith_short_16: XZYGAAY32YEIC4KB · pith_short_8: XZYGAAY3

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/XZYGAAY32YEIC4KBKL4R62HLG2 \
  | 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: be7060031bd60881714152f91f68eb36915223f1f72442e4d0b87f291e9f741d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbb708442781ec1cbc368304cfc7d33448b8c7e381cfc32a393fb4e0cde28643",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-10-04T13:57:39Z",
    "title_canon_sha256": "f1e2137c194233d29bfc26b2d5116ac8c300da8191e64c52b92f6507db024450"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.01615",
    "kind": "arxiv",
    "version": 1
  }
}