| { |
| "paper_id": "hCAEcqig2C", |
| "arxiv_ids": [ |
| "2412.18134v1", |
| "2412.18134v5" |
| ], |
| "commit": "e13d4b59f6d23051c73e07cfc447336da84e7bd2", |
| "versions": { |
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| "table_2": { |
| "title": "Learned Post-Condition Example", |
| "locator": "Table 2", |
| "benchmark": "post-condition", |
| "sample_count": 20, |
| "is_backend_comparison": false |
| }, |
| "rsr_bench": { |
| "locator": "Section 5.3.1", |
| "benchmark": "RSR-Bench", |
| "compared_methods": [ |
| "LR", |
| "MILP" |
| ], |
| "metrics": [ |
| "sample count", |
| "runtime" |
| ], |
| "lr_samples": 594, |
| "milp_samples": 1095, |
| "lr_runtime": 130.53, |
| "milp_runtime": 187.47 |
| }, |
| "nla_digbench": { |
| "locator": "Section 5.3.2", |
| "benchmark": "NLA-DigBench", |
| "compared_methods": [ |
| "Bitween", |
| "DIG", |
| "SymInfer" |
| ], |
| "metrics": [ |
| "solving count", |
| "runtime" |
| ] |
| } |
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| "definitions": { |
| "def_4_1": { |
| "name": "Randomized Self-Reduction (RSR)", |
| "page": 4 |
| }, |
| "def_4_3": { |
| "name": "Correlated Query Distribution", |
| "page": 5 |
| }, |
| "def_4_5": { |
| "name": "RSR Learning Problem", |
| "page": 5 |
| } |
| }, |
| "claims": { |
| "claim_a1": { |
| "name": "PAC to RSR reduction bound", |
| "section": "Appendix A.1" |
| }, |
| "claim_a2": { |
| "name": "Sample complexity of RSR learning", |
| "section": "Appendix A.2" |
| } |
| }, |
| "table_2": { |
| "title": "Novel Agentic Bitween Query Functions", |
| "locator": "Table 2", |
| "benchmark": "RSR-Bench", |
| "contains_novel_queries": true |
| } |
| } |
| } |
| } |
|
|