Pith Number

pith:CJD6BRIR

pith:2020:CJD6BRIRU6HO7VYVXLQBBRTELM

not attested not anchored not stored refs pending

Revisiting Training Strategies and Generalization Performance in Deep Metric Learning

Bj\"orn Ommer, Joseph Paul Cohen, Karsten Roth, Prateek Gupta, Samarth Sinha, Timo Milbich

arxiv:2002.08473 v9 · 2020-02-19 · cs.CV

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\usepackage{pith}
\pithnumber{CJD6BRIRU6HO7VYVXLQBBRTELM}

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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

Towards Adversarially Robust Deep Metric Learning

Receipt and verification

First computed	2026-07-05T01:23:57.321771Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1247e0c511a78eefd715bae010c6645b289ebb59be9e2166f1d35f0d7117a525

Aliases

arxiv: 2002.08473 · arxiv_version: 2002.08473v9 · doi: 10.48550/arxiv.2002.08473 · pith_short_12: CJD6BRIRU6HO · pith_short_16: CJD6BRIRU6HO7VYV · pith_short_8: CJD6BRIR

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/CJD6BRIRU6HO7VYVXLQBBRTELM \
  | 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: 1247e0c511a78eefd715bae010c6645b289ebb59be9e2166f1d35f0d7117a525

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "82d0b400694005ff0cccd7b5e4880808ee8bb04d1efc921c24b6d324e2e3a86b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2020-02-19T22:16:12Z",
    "title_canon_sha256": "564570c5a7b24a534b6133e82bd3b1dd3f4753c6ec649af092aae760c4dc6046"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.08473",
    "kind": "arxiv",
    "version": 9
  }
}