Pith Number

pith:ZK5XJ5EK

pith:2023:ZK5XJ5EKTUK5ZGGB4363WCYXK7

not attested not anchored not stored refs pending

Understanding Deep Representation Learning via Layerwise Feature Compression and Discrimination

Can Yaras, Laura Balzano, Peng Wang, Qing Qu, Wei Hu, Xiao Li, Zhihui Zhu

arxiv:2311.02960 v5 · 2023-11-06 · cs.LG · cs.CV · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZK5XJ5EKTUK5ZGGB4363WCYXK7}

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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

3 papers in Pith

Pointwise Generalization in Deep Neural Networks

Variational Autoencoder-Based Black-Box Adversarial Attack on Collaborative DNN Inference

FLAME: Condensing Ensemble Diversity into a Single Network for Efficient Sequential Recommendation

Receipt and verification

First computed	2026-06-24T01:14:18.201571Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cabb74f48a9d15dc98c1e6fdbb0b1757cfaf3e2c9fd820b5f02f24897b66a5f6

Aliases

arxiv: 2311.02960 · arxiv_version: 2311.02960v5 · doi: 10.48550/arxiv.2311.02960 · pith_short_12: ZK5XJ5EKTUK5 · pith_short_16: ZK5XJ5EKTUK5ZGGB · pith_short_8: ZK5XJ5EK

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/ZK5XJ5EKTUK5ZGGB4363WCYXK7 \
  | 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: cabb74f48a9d15dc98c1e6fdbb0b1757cfaf3e2c9fd820b5f02f24897b66a5f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8bfe216486a8bcdd2c5c94deef218f08acd24c1d766dc4dad961e94d3ddc2d2c",
    "cross_cats_sorted": [
      "cs.CV",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-06T09:00:38Z",
    "title_canon_sha256": "f22a8b33b9355d0269b828b761e5f54948c3718338218832e9da3080ae6c756a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.02960",
    "kind": "arxiv",
    "version": 5
  }
}