{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:GWHYNDZPVKCNO3DC2G57JM3RCF","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":"a8a0201d0f3de018c4cf60e688445b6ad93f4baa5d82f8b76fe5d3808fdaf30e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-08-03T18:42:11Z","title_canon_sha256":"a8dd99c4292c6b0041de49ff67222239bd5be433ab57e3033b48b354d409cded"},"schema_version":"1.0","source":{"id":"2608.02791","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2608.02791","created_at":"2026-08-05T00:40:04Z"},{"alias_kind":"arxiv_version","alias_value":"2608.02791v1","created_at":"2026-08-05T00:40:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2608.02791","created_at":"2026-08-05T00:40:04Z"},{"alias_kind":"pith_short_12","alias_value":"GWHYNDZPVKCN","created_at":"2026-08-05T00:40:04Z"},{"alias_kind":"pith_short_16","alias_value":"GWHYNDZPVKCNO3DC","created_at":"2026-08-05T00:40:04Z"},{"alias_kind":"pith_short_8","alias_value":"GWHYNDZP","created_at":"2026-08-05T00:40:04Z"}],"graph_snapshots":[{"event_id":"sha256:a438d9f004628215b89fea464ba1e4cf70bcac3d0d9ec93fcea73ce1df579003","target":"graph","created_at":"2026-08-05T00:40:04Z","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/2608.02791/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"MLLM-based segmentation faces a core segmentation trilemma: high segmentation performance, preserved dialogue ability, and fast inference. Embedding-prediction methods may disrupt language modeling through pixel-level objectives, whereas next-token generation is inefficient for dense masks. We propose All-Mask Prediction, decoupling autoregressive dialogue from non-autoregressive mask prediction. Its binary instantiation, STAMP (Simultaneous Textual All-Mask Prediction), emits an in-vocabulary <SEG> trigger, fuses image-aligned mask tokens with corresponding patch features, and uses hybrid att","authors_text":"Jiazhen Liu, Long Chen, Mingkuan Feng","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-08-03T18:42:11Z","title":"Better, Stronger, Faster, and Broader: Structured All-Mask Prediction for MLLM-Based Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2608.02791","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":"sha256:6e09b6b1a0b1a841d982bec531bbaf72360bff3609081d61a25c96484b149c08","target":"record","created_at":"2026-08-05T00:40:04Z","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":"a8a0201d0f3de018c4cf60e688445b6ad93f4baa5d82f8b76fe5d3808fdaf30e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-08-03T18:42:11Z","title_canon_sha256":"a8dd99c4292c6b0041de49ff67222239bd5be433ab57e3033b48b354d409cded"},"schema_version":"1.0","source":{"id":"2608.02791","kind":"arxiv","version":1}},"canonical_sha256":"358f868f2faa84d76c62d1bbf4b371116b69dcb9f8414d31f3600f99aa919337","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"358f868f2faa84d76c62d1bbf4b371116b69dcb9f8414d31f3600f99aa919337","first_computed_at":"2026-08-05T00:40:04.266424Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-08-05T00:40:04.266424Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"wx/Ytc53yeF3SlH2U2/RGvPswlTdpReZxT7Ts+anilgmLCL4pBlWBqMtDZ0Idm4p0RSMEtUCSi47Q6GnO+WGDQ==","signature_status":"signed_v1","signed_at":"2026-08-05T00:40:04.269707Z","signed_message":"canonical_sha256_bytes"},"source_id":"2608.02791","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6e09b6b1a0b1a841d982bec531bbaf72360bff3609081d61a25c96484b149c08","sha256:a438d9f004628215b89fea464ba1e4cf70bcac3d0d9ec93fcea73ce1df579003"],"state_sha256":"30e66a10f0b63f68428e29434e5fffa59f417daee3fc4d6773fc6ece9e2283bc"}