Pith Number

pith:E6UTZ64L

pith:2022:E6UTZ64LTZEBWJI2LP5U64JAFF

not attested not anchored not stored refs pending

Towards learning to explain with concept bottleneck models: mitigating information leakage

Daniele Magazzeni, Joshua Lockhart, Manuela Veloso, Nicolas Marchesotti

arxiv:2211.03656 v1 · 2022-11-07 · cs.LG · cs.CR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{E6UTZ64LTZEBWJI2LP5U64JAFF}

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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

If Concept Bottlenecks are the Question, are Foundation Models the Answer?

Receipt and verification

First computed	2026-07-05T05:13:51.229393Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27a93cfb8b9e481b251a5bfb4f7120296693dc08b4438658d25a1afc89ccc22c

Aliases

arxiv: 2211.03656 · arxiv_version: 2211.03656v1 · doi: 10.48550/arxiv.2211.03656 · pith_short_12: E6UTZ64LTZEB · pith_short_16: E6UTZ64LTZEBWJI2 · pith_short_8: E6UTZ64L

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/E6UTZ64LTZEBWJI2LP5U64JAFF \
  | 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: 27a93cfb8b9e481b251a5bfb4f7120296693dc08b4438658d25a1afc89ccc22c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cde0e69ef73e8e0e58844fc5e3731d4eab123f295ac191714c06e7d976e865c8",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-07T16:10:36Z",
    "title_canon_sha256": "6ab79a52ccca687e2ea21f35aa584497cd76e9ec24c19b1e6b93d0fec5186d7b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.03656",
    "kind": "arxiv",
    "version": 1
  }
}