{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:YGOB2C24INIMRHQY5YZYJIJEOA","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":"d05b0c8aef34a7e7ec730557479e6e75c0fa28fd6b4312956e8366571de3a80e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2026-08-11T17:09:49Z","title_canon_sha256":"0b60705ca51f451603d91659ff0c45d293638f26eec29131c7501ec5de8bc028"},"schema_version":"1.0","source":{"id":"2608.11150","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2608.11150","created_at":"2026-08-12T01:24:42Z"},{"alias_kind":"arxiv_version","alias_value":"2608.11150v1","created_at":"2026-08-12T01:24:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2608.11150","created_at":"2026-08-12T01:24:42Z"},{"alias_kind":"pith_short_12","alias_value":"YGOB2C24INIM","created_at":"2026-08-12T01:24:42Z"},{"alias_kind":"pith_short_16","alias_value":"YGOB2C24INIMRHQY","created_at":"2026-08-12T01:24:42Z"},{"alias_kind":"pith_short_8","alias_value":"YGOB2C24","created_at":"2026-08-12T01:24:42Z"}],"graph_snapshots":[{"event_id":"sha256:d2c9d3831c84c8953fbb1a182a71106cfb8af45add59ff3bc592f849b46ad7eb","target":"graph","created_at":"2026-08-12T01:24:42Z","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/2608.11150/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"While 3D Gaussian Splatting (3DGS) has advanced open vocabulary scene understanding, existing methods remain confined to explicit queries. They struggle to interpret implicit intents, complex spatial constraints, and commonsense reasoning required for practical embodied interactions. To address this gap, we introduce the task of reasoning 3D Gaussian segmentation and construct two benchmarks, Causal-LERF and Causal-ScanNet. These benchmarks systematically evaluate commonsense, spatial, affordance, and counterfactual reasoning. Evaluations reveal that current state of the art methods perform po","authors_text":"Ge Li, Jiayu Ding, Meilu Song, Wei Gao, Yun Chen","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2026-08-11T17:09:49Z","title":"CausalSplat: Towards Comprehensive Hierarchical Reasoning in 3D Gaussian Splatting"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2608.11150","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:ac22024dab3a0bdf97ce0c6228607a0f80f843d22a13c097917735beec6fb02e","target":"record","created_at":"2026-08-12T01:24:42Z","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":"d05b0c8aef34a7e7ec730557479e6e75c0fa28fd6b4312956e8366571de3a80e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2026-08-11T17:09:49Z","title_canon_sha256":"0b60705ca51f451603d91659ff0c45d293638f26eec29131c7501ec5de8bc028"},"schema_version":"1.0","source":{"id":"2608.11150","kind":"arxiv","version":1}},"canonical_sha256":"c19c1d0b5c4350c89e18ee3384a12470293a53f5532ab63a536fcf3b235afbd7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c19c1d0b5c4350c89e18ee3384a12470293a53f5532ab63a536fcf3b235afbd7","first_computed_at":"2026-08-12T01:24:42.329348Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-08-12T01:24:42.329348Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"xvQ9ZU7d+UOS7xV6M4E+e1RMEyJd16cojEFJDUI0hhOV6HU3RJvr3jMwheeQFNOfkED/Owox4RxbsYIcIo7uBw==","signature_status":"signed_v1","signed_at":"2026-08-12T01:24:42.331036Z","signed_message":"canonical_sha256_bytes"},"source_id":"2608.11150","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ac22024dab3a0bdf97ce0c6228607a0f80f843d22a13c097917735beec6fb02e","sha256:d2c9d3831c84c8953fbb1a182a71106cfb8af45add59ff3bc592f849b46ad7eb"],"state_sha256":"dbab951b64fbdc41f64cbb52d3649da686763ce37a0fd8b6d82bb527f78b2a7b"}