Pith. sign in
Pith Number

pith:7PI5MWNK

pith:2021:7PI5MWNKSU5NKAJMNHJURUL7FW
not attested not anchored not stored refs pending

Towards the Unification and Robustness of Perturbation and Gradient Based Explanations

Chirag Agarwal, Himabindu Lakkaraju, Shahin Jabbari, Sohini Upadhyay, Sushant Agarwal, Zhiwei Steven Wu

arxiv:2102.10618 v4 · 2021-02-21 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7PI5MWNKSU5NKAJMNHJURUL7FW}

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 2026-07-05T02:58:39.663391Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fbd1d659aa953ad5012c69d348d17f2d9b937a2baac959c8d675d869a67d242b

Aliases

arxiv: 2102.10618 · arxiv_version: 2102.10618v4 · doi: 10.48550/arxiv.2102.10618 · pith_short_12: 7PI5MWNKSU5N · pith_short_16: 7PI5MWNKSU5NKAJM · pith_short_8: 7PI5MWNK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7PI5MWNKSU5NKAJMNHJURUL7FW \
  | 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: fbd1d659aa953ad5012c69d348d17f2d9b937a2baac959c8d675d869a67d242b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3a95bd62217bf16dd8a83e0c9500915780501dd2b9c1746198e9d4d6edbfc55f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-21T14:51:18Z",
    "title_canon_sha256": "53e236965522b75523dfb465e6ae92e29f546c57f1aff7c8cd9d1143636775c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.10618",
    "kind": "arxiv",
    "version": 4
  }
}