Pith. sign in
Pith Number

pith:YJDN6BHO

pith:2022:YJDN6BHO36PPF3W44DVT3YRBLM
not attested not anchored not stored refs pending

Concept Gradient: Concept-based Interpretation Without Linear Assumption

Andrew Bai, Chih-Kuan Yeh, Cho-Jui Hsieh, Neil Y. C. Lin, Pradeep Ravikumar

arxiv:2208.14966 v2 · 2022-08-31 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YJDN6BHO36PPF3W44DVT3YRBLM}

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

Receipt and verification
First computed 2026-07-05T07:41:37.093980Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c246df04eedf9ef2eedce0eb3de2215b2d01fa3b97f9233b0a422399a295efbb

Aliases

arxiv: 2208.14966 · arxiv_version: 2208.14966v2 · doi: 10.48550/arxiv.2208.14966 · pith_short_12: YJDN6BHO36PP · pith_short_16: YJDN6BHO36PPF3W4 · pith_short_8: YJDN6BHO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YJDN6BHO36PPF3W44DVT3YRBLM \
  | 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: c246df04eedf9ef2eedce0eb3de2215b2d01fa3b97f9233b0a422399a295efbb
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ff5c9149c50401ad44eabe1c049ff5a868d104afb7be9c895ab8b01e0c65ad57",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-31T17:06:46Z",
    "title_canon_sha256": "d43b79754e4bd37429a5e1ba15eb4a8637960a54b90c0223c09a844d8a35d9c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.14966",
    "kind": "arxiv",
    "version": 2
  }
}