{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:Z4JNMNSX6S5NSREA3BLSPUJWDK","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":"5a6eb19f8b86f4ef40c7890070a13a97d1d4d7fa5e06e3eedda67e08fbe6f972","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-15T20:00:50Z","title_canon_sha256":"1be8c5ea99f8a280d3ae6dcd651daa6ecab4e32db07f8bc144b268341db1c225"},"schema_version":"1.0","source":{"id":"2407.11216","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.11216","created_at":"2026-07-05T08:44:20Z"},{"alias_kind":"arxiv_version","alias_value":"2407.11216v1","created_at":"2026-07-05T08:44:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.11216","created_at":"2026-07-05T08:44:20Z"},{"alias_kind":"pith_short_12","alias_value":"Z4JNMNSX6S5N","created_at":"2026-07-05T08:44:20Z"},{"alias_kind":"pith_short_16","alias_value":"Z4JNMNSX6S5NSREA","created_at":"2026-07-05T08:44:20Z"},{"alias_kind":"pith_short_8","alias_value":"Z4JNMNSX","created_at":"2026-07-05T08:44:20Z"}],"graph_snapshots":[{"event_id":"sha256:c391e4504846771496d0399ee5f1461f06edd883928fd92c4e47d50404e67260","target":"graph","created_at":"2026-07-05T08:44:20Z","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/2407.11216/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Event cameras excel in capturing high-contrast scenes and dynamic objects, offering a significant advantage over traditional frame-based cameras. Despite active research into leveraging event cameras for semantic segmentation, generating pixel-wise dense semantic maps for such challenging scenarios remains labor-intensive. As a remedy, we present EV-WSSS: a novel weakly supervised approach for event-based semantic segmentation that utilizes sparse point annotations. To fully leverage the temporal characteristics of event data, the proposed framework performs asymmetric dual-student learning be","authors_text":"Hoonhee Cho, Hyeokjun Kweon, Kuk-Jin Yoon, Sung-Hoon Yoon","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-15T20:00:50Z","title":"Finding Meaning in Points: Weakly Supervised Semantic Segmentation for Event Cameras"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.11216","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:c0149b142a9ed95d3c43da2965aa3f9fff0aa11cff7a4a55725a0aef55a94747","target":"record","created_at":"2026-07-05T08:44:20Z","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":"5a6eb19f8b86f4ef40c7890070a13a97d1d4d7fa5e06e3eedda67e08fbe6f972","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-07-15T20:00:50Z","title_canon_sha256":"1be8c5ea99f8a280d3ae6dcd651daa6ecab4e32db07f8bc144b268341db1c225"},"schema_version":"1.0","source":{"id":"2407.11216","kind":"arxiv","version":1}},"canonical_sha256":"cf12d63657f4bad94480d85727d1361a92010d3d819d4a7244e90362b8f7c986","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cf12d63657f4bad94480d85727d1361a92010d3d819d4a7244e90362b8f7c986","first_computed_at":"2026-07-05T08:44:20.695601Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:44:20.695601Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"4Y/Mj/O/EIHrgG42fLTMj/59KkuMeK+76tR5kk0I/63T7QkDTqQ7pA+lidk5jZ6BMdcnO7GDcjVpvOKPXxd0DQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:44:20.696199Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.11216","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c0149b142a9ed95d3c43da2965aa3f9fff0aa11cff7a4a55725a0aef55a94747","sha256:c391e4504846771496d0399ee5f1461f06edd883928fd92c4e47d50404e67260"],"state_sha256":"6de3314f135050a4eb477fcf5d6640ebaabe582acc22c21d4ab8203c4690601c"}