Pith Number

pith:AJYO6SAT

pith:2024:AJYO6SAT6LZCAAP3HXIAKF4SHU

not attested not anchored not stored refs pending

Uncertainty Quantification for Neurosymbolic Programs via Compositional Conformal Prediction

Osbert Bastani, Ramya Ramalingam, Sangdon Park

arxiv:2405.15912 v1 · 2024-05-24 · cs.PL · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AJYO6SAT6LZCAAP3HXIAKF4SHU}

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

3 papers in Pith

Conformal Risk-Averse Decision Making with Action Conditional Guarantee

Concise and Logically Consistent Conformal Sets for Neuro-Symbolic Concept-Based Models

Risk-Controlled Post-Processing of Decision Policies

Receipt and verification

First computed	2026-07-05T08:22:58.305178Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0270ef4813f2f22001fb3dd00517923d00e20ef6215788e42b5c53c80460bc26

Aliases

arxiv: 2405.15912 · arxiv_version: 2405.15912v1 · doi: 10.48550/arxiv.2405.15912 · pith_short_12: AJYO6SAT6LZC · pith_short_16: AJYO6SAT6LZCAAP3 · pith_short_8: AJYO6SAT

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/AJYO6SAT6LZCAAP3HXIAKF4SHU \
  | 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: 0270ef4813f2f22001fb3dd00517923d00e20ef6215788e42b5c53c80460bc26

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e44f14d6a841645270962c2071f3b4c0f40bb55d246f9dca109115e605a5c0c",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.PL",
    "submitted_at": "2024-05-24T20:15:53Z",
    "title_canon_sha256": "765dc5512f67cad8aa9c82fbe5b0179a439cfce5228730288ce7f7ccbfc8677f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15912",
    "kind": "arxiv",
    "version": 1
  }
}