Pith Number

pith:PQYRK6ZV

pith:2023:PQYRK6ZVAPRFFA5TYF5F42U67C

not attested not anchored not stored refs pending

Finding Inductive Loop Invariants using Large Language Models

Adharsh Kamath, Aditya Senthilnathan, Akash Lal, Aseem Rastogi, Pantazis Deligiannis, Rahul Sharma, Saikat Chakraborty, Shuvendu K. Lahiri, Subhajit Roy

arxiv:2311.07948 v1 · 2023-11-14 · cs.PL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PQYRK6ZVAPRFFA5TYF5F42U67C}

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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

9 papers in Pith

Automating Formal Verification with Reinforcement Learning and Recursive Inference

ClassInvGen: Class Invariant Synthesis using Large Language Models

Guiding LLM-based Loop Invariant Synthesis via Feedback on Local Reasoning Errors

Large Lemma Miners: Can LLMs do Induction Proofs for Hardware?

Evaluating LLM-Generated ACSL Annotations for Formal Verification

Receipt and verification

First computed	2026-07-05T07:12:26.212517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c31157b3503e25283b3c17a5e6a9ef88c969498f441019487776e79d21feff8

Aliases

arxiv: 2311.07948 · arxiv_version: 2311.07948v1 · doi: 10.48550/arxiv.2311.07948 · pith_short_12: PQYRK6ZVAPRF · pith_short_16: PQYRK6ZVAPRFFA5T · pith_short_8: PQYRK6ZV

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/PQYRK6ZVAPRFFA5TYF5F42U67C \
  | 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: 7c31157b3503e25283b3c17a5e6a9ef88c969498f441019487776e79d21feff8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57a899bf79fc2a44ec5043f5a9a605383151c18973d3d2b8403e210ca7a50c90",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.PL",
    "submitted_at": "2023-11-14T06:58:09Z",
    "title_canon_sha256": "d0e1a8f311242e33c68dff613afd63acf04929e0a14340734799adc29f714c97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.07948",
    "kind": "arxiv",
    "version": 1
  }
}