Pith Number

pith:XYYQ35M6

pith:2026:XYYQ35M6QISLFGVCFOVWULA3HT

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Neural Decision-Propagation for Answer Set Programming

Katsumi Inoue, Sota Moriyama, Thomas Eiter

Decision-propagation computes stable models by alternating falsity decisions and truth propagations, and its neural version learns to do so efficiently.

arxiv:2605.01797 v2 · 2026-05-03 · cs.AI

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\pithnumber{XYYQ35M6QISLFGVCFOVWULA3HT}

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Record completeness

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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.

Claims

C1strongest claim

Successful DProp computations are shown to capture the stable model semantics. NDProp can learn to efficiently compute stable models, and it improves accuracy and scalability on neuro-symbolic benchmarks.

C2weakest assumption

That neural decisions combined with fuzzy propagations can reliably approximate exact stable-model computation while preserving correctness and generalizing beyond the training distribution used in the benchmarks.

C3one line summary

NDProp learns decision heuristics via neural networks and fuzzy propagation to compute stable models in ASP, improving accuracy and scalability over prior neuro-symbolic methods.

Receipt and verification

First computed	2026-06-02T01:03:47.956346Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be310df59e8224b29aa22bab6a2c1b3ccc7d6729a873b3945ace2acc94952e61

Aliases

arxiv: 2605.01797 · arxiv_version: 2605.01797v2 · doi: 10.48550/arxiv.2605.01797 · pith_short_12: XYYQ35M6QISL · pith_short_16: XYYQ35M6QISLFGVC · pith_short_8: XYYQ35M6

Agent API

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/XYYQ35M6QISLFGVCFOVWULA3HT \
  | 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: be310df59e8224b29aa22bab6a2c1b3ccc7d6729a873b3945ace2acc94952e61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c45e645c3be9665ad0dfff1a5deb26d271ffaa88db1082338628040b1980fbf",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-03T09:22:26Z",
    "title_canon_sha256": "1abbc0fc82d9e8e76aa6843080fadbed4c1e20772a59c6b304bfb7f3dcc81168"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.01797",
    "kind": "arxiv",
    "version": 2
  }
}