{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:3CR5XTW4EEG3TOYXRGLAVZ3TTG","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":"5f7967ecea0d53f94ae0e184ed45254e74c08bb4e5828b6b897ac8598d5a6051","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-05T11:52:20Z","title_canon_sha256":"544b272b0e1a2b89a8891c78a3aefc95881b51cd7cdabf9564a511972bb1f146"},"schema_version":"1.0","source":{"id":"2412.04090","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.04090","created_at":"2026-07-05T10:27:21Z"},{"alias_kind":"arxiv_version","alias_value":"2412.04090v2","created_at":"2026-07-05T10:27:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.04090","created_at":"2026-07-05T10:27:21Z"},{"alias_kind":"pith_short_12","alias_value":"3CR5XTW4EEG3","created_at":"2026-07-05T10:27:21Z"},{"alias_kind":"pith_short_16","alias_value":"3CR5XTW4EEG3TOYX","created_at":"2026-07-05T10:27:21Z"},{"alias_kind":"pith_short_8","alias_value":"3CR5XTW4","created_at":"2026-07-05T10:27:21Z"}],"graph_snapshots":[{"event_id":"sha256:cb474cc171f3578311541d88486f8df3f639aaca1a5ea870ed2369ccd108be42","target":"graph","created_at":"2026-07-05T10:27:21Z","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/2412.04090/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present the first loss agent, dubbed LossAgent, for low-level image processing tasks, e.g., image super-resolution and restoration, intending to achieve any customized optimization objectives of low-level image processing in different practical applications. Notably, not all optimization objectives, such as complex hand-crafted perceptual metrics, text description, and intricate human feedback, can be instantiated with existing low-level losses, e.g., MSE loss, which presents a crucial challenge in optimizing image processing networks in an end-to-end manner. To eliminate this, our LossAgen","authors_text":"Bingchen Li, Xin Li, Yiting Lu, Zhibo Chen","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-05T11:52:20Z","title":"LossAgent: Towards Any Optimization Objectives for Image Processing with LLM Agents"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.04090","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":"sha256:5039c4fb86ea40affa322ee3d27e00b82a39c63ff77222ef9896c4f6b574aa43","target":"record","created_at":"2026-07-05T10:27:21Z","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":"5f7967ecea0d53f94ae0e184ed45254e74c08bb4e5828b6b897ac8598d5a6051","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-05T11:52:20Z","title_canon_sha256":"544b272b0e1a2b89a8891c78a3aefc95881b51cd7cdabf9564a511972bb1f146"},"schema_version":"1.0","source":{"id":"2412.04090","kind":"arxiv","version":2}},"canonical_sha256":"d8a3dbcedc210db9bb1789960ae77399aa434ac74022c7cc871601e858b9cac5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d8a3dbcedc210db9bb1789960ae77399aa434ac74022c7cc871601e858b9cac5","first_computed_at":"2026-07-05T10:27:21.123488Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:27:21.123488Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/8RolfLoyCKIWrNwHDkNwyYxPlErweViaJYdumr9i+wliWXfcDNsmavn6NuUJL21zd+NDxihDCXJrG4hwStICQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:27:21.123924Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.04090","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5039c4fb86ea40affa322ee3d27e00b82a39c63ff77222ef9896c4f6b574aa43","sha256:cb474cc171f3578311541d88486f8df3f639aaca1a5ea870ed2369ccd108be42"],"state_sha256":"a41241edf796d4ada760eb465829ee7e1fdbe123dd3afbf52ab19ff52bfe163a"}