Pith Number

pith:WDQW5LWM

pith:2023:WDQW5LWMJI2XTEF7OOXOJRN2CX

not attested not anchored not stored refs pending

Explaining Generalization Power of a DNN Using Interactive Concepts

Dongrui Liu, Hao Zhang, Huilin Zhou, Huiqi Deng, Quanshi Zhang, Shih-Han Chan, Wen Shen

arxiv:2302.13091 v2 · 2023-02-25 · cs.LG · cs.AI · 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{WDQW5LWMJI2XTEF7OOXOJRN2CX}

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	2026-07-05T09:06:39.168823Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0e16eaecc4a357990bf73aee4c5ba15d64ae45c26d58aa36906ee2c1d05947a

Aliases

arxiv: 2302.13091 · arxiv_version: 2302.13091v2 · doi: 10.48550/arxiv.2302.13091 · pith_short_12: WDQW5LWMJI2X · pith_short_16: WDQW5LWMJI2XTEF7 · pith_short_8: WDQW5LWM

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/WDQW5LWMJI2XTEF7OOXOJRN2CX \
  | 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: b0e16eaecc4a357990bf73aee4c5ba15d64ae45c26d58aa36906ee2c1d05947a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee973a084dc85dc89a6ff8080bd118cee0a8107c2807465b8db56ecd8617d97d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-25T14:44:40Z",
    "title_canon_sha256": "ab7d74dc3867a22b126efe64fa13952af0be68e513af7e7e0748019b091c6e57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.13091",
    "kind": "arxiv",
    "version": 2
  }
}