{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:NALBS755QQWCJOCTCKROZ6PUKV","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":"91e1894be49c4229db97d77965d1fef5cb8f4e341e93dd9399005845a6f1c925","cross_cats_sorted":["cs.AI","cs.CL","cs.CV","cs.HC"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2025-01-04T17:32:56Z","title_canon_sha256":"42533807d906335256a39f27547c115d9fbd665838da896979db3c069c65d9ca"},"schema_version":"1.0","source":{"id":"2501.02342","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.02342","created_at":"2026-07-05T09:57:06Z"},{"alias_kind":"arxiv_version","alias_value":"2501.02342v1","created_at":"2026-07-05T09:57:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.02342","created_at":"2026-07-05T09:57:06Z"},{"alias_kind":"pith_short_12","alias_value":"NALBS755QQWC","created_at":"2026-07-05T09:57:06Z"},{"alias_kind":"pith_short_16","alias_value":"NALBS755QQWCJOCT","created_at":"2026-07-05T09:57:06Z"},{"alias_kind":"pith_short_8","alias_value":"NALBS755","created_at":"2026-07-05T09:57:06Z"}],"graph_snapshots":[{"event_id":"sha256:8e84206712e5b596f477d56f52cdbf19961751d377a4044c1a2f47c6aec7dab5","target":"graph","created_at":"2026-07-05T09:57:06Z","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/2501.02342/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We propose a holistic approach for deploying Small Language Models (SLMs) as function-calling agents within vehicles as edge devices, offering a more flexible and robust alternative to traditional rule-based systems. By leveraging SLMs, we simplify vehicle control mechanisms and enhance the user experience. Given the in-vehicle hardware constraints, we apply state-of-the-art model compression techniques, including structured pruning, healing, and quantization, ensuring that the model fits within the resource limitations while maintaining acceptable performance. Our work focuses on optimizing a","authors_text":"Benedikt Heidrich, Chieh Hsu, Faezeh Tafazzoli, Farris Atif, Julian Merten, M. Saquib Sarfraz, Sebastian Kramer, Sven Stahlmann, Tobias Michels, Yahya Sowti Khiabani","cross_cats":["cs.AI","cs.CL","cs.CV","cs.HC"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2025-01-04T17:32:56Z","title":"Optimizing Small Language Models for In-Vehicle Function-Calling"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.02342","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":"sha256:98c9d05ca44461e9b6bfc3dde8fe5c4f3be285b6d41e70234256910af72b85cf","target":"record","created_at":"2026-07-05T09:57:06Z","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":"91e1894be49c4229db97d77965d1fef5cb8f4e341e93dd9399005845a6f1c925","cross_cats_sorted":["cs.AI","cs.CL","cs.CV","cs.HC"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2025-01-04T17:32:56Z","title_canon_sha256":"42533807d906335256a39f27547c115d9fbd665838da896979db3c069c65d9ca"},"schema_version":"1.0","source":{"id":"2501.02342","kind":"arxiv","version":1}},"canonical_sha256":"6816197fbd842c24b85312a2ecf9f455595893bbbeb627a4d2aa9ea1b65ebac2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6816197fbd842c24b85312a2ecf9f455595893bbbeb627a4d2aa9ea1b65ebac2","first_computed_at":"2026-07-05T09:57:06.054438Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:57:06.054438Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2NZJK3PDC0f/hTKb64Yo9O4earwnfjh4JKaGOT00B8k6tT83JcHV9newFED513c+zEOq4p7O1l2cABi2OvB5CQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:57:06.054807Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.02342","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:98c9d05ca44461e9b6bfc3dde8fe5c4f3be285b6d41e70234256910af72b85cf","sha256:8e84206712e5b596f477d56f52cdbf19961751d377a4044c1a2f47c6aec7dab5"],"state_sha256":"b2db56fe8be5ff9772267587ebad9cbc062d80ce3617f9475dac83e3c959fe23"}