{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:HHYNX4CG2CPVQRV4XDFTD7MVEW","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":"985b73d811e02e9198998f0cf11a13a4af9d047ff236263ee49d2719ced4bddf","cross_cats_sorted":["cs.AI","cs.MM","cs.RO","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2025-06-10T07:42:56Z","title_canon_sha256":"529fa4dc1997eedf3a6f2a8b4a94b6c3af2fb0a4ab7ea1d3ef71acbd42f78f69"},"schema_version":"1.0","source":{"id":"2506.08524","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.08524","created_at":"2026-07-05T11:19:29Z"},{"alias_kind":"arxiv_version","alias_value":"2506.08524v2","created_at":"2026-07-05T11:19:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.08524","created_at":"2026-07-05T11:19:29Z"},{"alias_kind":"pith_short_12","alias_value":"HHYNX4CG2CPV","created_at":"2026-07-05T11:19:29Z"},{"alias_kind":"pith_short_16","alias_value":"HHYNX4CG2CPVQRV4","created_at":"2026-07-05T11:19:29Z"},{"alias_kind":"pith_short_8","alias_value":"HHYNX4CG","created_at":"2026-07-05T11:19:29Z"}],"graph_snapshots":[{"event_id":"sha256:7e3480a14f34f7f35d5c6f9afd1f53b1434149b8bc6d83abfca5d61ae34205df","target":"graph","created_at":"2026-07-05T11:19:29Z","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/2506.08524/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large Language Models (LLMs) have shown remarkable capabilities in text and multimodal processing, yet they fundamentally lack physical awareness--understanding of real-world physical phenomena. In this work, we present ACORN, a framework that teaches LLMs physical awareness through sound, focusing on fundamental physical phenomena like the Doppler effect, multipath effect, and spatial relationships. To overcome data scarcity, ACORN introduce a physics-based simulator combining real-world sound sources with controlled physical channels to generate diverse training data. Using this simulator, w","authors_text":"Andy Nie, Chengchen Hu, Weiguo Wang, Wenrui Zhou, Yi Kai","cross_cats":["cs.AI","cs.MM","cs.RO","eess.AS"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2025-06-10T07:42:56Z","title":"Teaching Physical Awareness to LLMs through Sounds"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.08524","kind":"arxiv","version":2},"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":"sha256:1503fe5d6208ba4dd2a00717e8a8c6ff47ed22650f417d8349b5c0219ffb3504","target":"record","created_at":"2026-07-05T11:19:29Z","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":"985b73d811e02e9198998f0cf11a13a4af9d047ff236263ee49d2719ced4bddf","cross_cats_sorted":["cs.AI","cs.MM","cs.RO","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2025-06-10T07:42:56Z","title_canon_sha256":"529fa4dc1997eedf3a6f2a8b4a94b6c3af2fb0a4ab7ea1d3ef71acbd42f78f69"},"schema_version":"1.0","source":{"id":"2506.08524","kind":"arxiv","version":2}},"canonical_sha256":"39f0dbf046d09f5846bcb8cb31fd9525bb2cc2d5b33806bd76d765b67f6f0c58","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"39f0dbf046d09f5846bcb8cb31fd9525bb2cc2d5b33806bd76d765b67f6f0c58","first_computed_at":"2026-07-05T11:19:29.700586Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:19:29.700586Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"kA8MR5r0hmaK+Vq5Do7A7MTbLwFtZduuYHQVg6LcxCBFoqCHXUM1OmIHY2FbX/+AorBnybIa5twIJmKvCywkBg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:19:29.701070Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.08524","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1503fe5d6208ba4dd2a00717e8a8c6ff47ed22650f417d8349b5c0219ffb3504","sha256:7e3480a14f34f7f35d5c6f9afd1f53b1434149b8bc6d83abfca5d61ae34205df"],"state_sha256":"f4ea01ec1e07341eab019e07533778c42d47f2977f5c7d9332b7e87120f9e86e"}