{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:7EW4FD4IBOPKCNFMYVAUWA2ZVN","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"2a9abb2284282b44aa3987d7a90a69eb5e1bc99a9e87be292941830bdfb36b4f","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-05-15T05:28:35Z","title_canon_sha256":"a0e56248a0f5ef57f88ad3a7e06d7276b7ec222b927fe1b4e722bdcab50a217c"},"schema_version":"1.0","source":{"id":"2505.10593","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.10593","created_at":"2026-07-05T11:04:02Z"},{"alias_kind":"arxiv_version","alias_value":"2505.10593v1","created_at":"2026-07-05T11:04:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.10593","created_at":"2026-07-05T11:04:02Z"},{"alias_kind":"pith_short_12","alias_value":"7EW4FD4IBOPK","created_at":"2026-07-05T11:04:02Z"},{"alias_kind":"pith_short_16","alias_value":"7EW4FD4IBOPKCNFM","created_at":"2026-07-05T11:04:02Z"},{"alias_kind":"pith_short_8","alias_value":"7EW4FD4I","created_at":"2026-07-05T11:04:02Z"}],"graph_snapshots":[{"event_id":"sha256:4de1b597d8e81e112ad3520ad92b3c4ddee4e901a617718987af1eb330412804","target":"graph","created_at":"2026-07-05T11:04:02Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2505.10593/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language models (LLMs) have opened new opportunities for automated mobile app exploration, an important and challenging problem that used to suffer from the difficulty of generating meaningful UI interactions. However, existing LLM-based exploration approaches rely heavily on LLMs to generate actions in almost every step, leading to a huge cost of token fees and computational resources. We argue that such extensive usage of LLMs is neither necessary nor effective, since many actions during exploration do not require, or may even be biased by the abilities of LLMs. Further, based on the i","authors_text":"Cheng Liang, Hao Wen, Shanhui Zhao, Wenjie Du, Xiaozhou Ye, Ye Ouyang, Yuanchun Li, Yunxin Liu","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-05-15T05:28:35Z","title":"LLM-Explorer: Towards Efficient and Affordable LLM-based Exploration for Mobile Apps"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.10593","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:a072c22877991c4fadb94dacba924d797272978935f7a762c671305294b82e3f","target":"record","created_at":"2026-07-05T11:04:02Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"2a9abb2284282b44aa3987d7a90a69eb5e1bc99a9e87be292941830bdfb36b4f","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2025-05-15T05:28:35Z","title_canon_sha256":"a0e56248a0f5ef57f88ad3a7e06d7276b7ec222b927fe1b4e722bdcab50a217c"},"schema_version":"1.0","source":{"id":"2505.10593","kind":"arxiv","version":1}},"canonical_sha256":"f92dc28f880b9ea134acc5414b0359ab56e7d314e73f41f2841e79dfb458f2bc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f92dc28f880b9ea134acc5414b0359ab56e7d314e73f41f2841e79dfb458f2bc","first_computed_at":"2026-07-05T11:04:02.107526Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:04:02.107526Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8MYaStxTuBmXaXKFR9J+xUzedJL2kjCigMCTTzgB/vQzkf8jRxNDNP007rzJQb4i3/4Ff/exCVRgP15bpO/hAA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:04:02.108006Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.10593","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a072c22877991c4fadb94dacba924d797272978935f7a762c671305294b82e3f","sha256:4de1b597d8e81e112ad3520ad92b3c4ddee4e901a617718987af1eb330412804"],"state_sha256":"0b415ac9627a11550a1c731dcc592c651ec6306f17d2f8802976bf4e05acfac0"}