{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:LDHOECDM7QJTC6ST3IN7ZI67BK","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":"2537ca9afdbfe0429b7fe93c740c7f8c7e9657af5cd4b117d3f583969f48117c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-07-13T01:18:32Z","title_canon_sha256":"8df066003d83637f80c73c1477d2cc9f732922857de70bef81c26a183fa9178c"},"schema_version":"1.0","source":{"id":"2607.10985","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.10985","created_at":"2026-07-14T01:21:50Z"},{"alias_kind":"arxiv_version","alias_value":"2607.10985v1","created_at":"2026-07-14T01:21:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.10985","created_at":"2026-07-14T01:21:50Z"},{"alias_kind":"pith_short_12","alias_value":"LDHOECDM7QJT","created_at":"2026-07-14T01:21:50Z"},{"alias_kind":"pith_short_16","alias_value":"LDHOECDM7QJTC6ST","created_at":"2026-07-14T01:21:50Z"},{"alias_kind":"pith_short_8","alias_value":"LDHOECDM","created_at":"2026-07-14T01:21:50Z"}],"graph_snapshots":[{"event_id":"sha256:1f52b76a253be662e90ac1786c3a56928ef7c299867ac24eb82773347b16adea","target":"graph","created_at":"2026-07-14T01:21:50Z","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/2607.10985/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Vision-language models (VLMs) such as CLIP enable zero-shot classification by comparing image features with text prompts in a shared embedding space. A fundamental property underlying this capability is the global comparability of logits across arbitrary candidate classes. However, VLMs are often adapted to fine-grained domains using techniques such as LoRA. While this improves in-domain accuracy, out-of-domain accuracy degrades. This leads to a highly fragmented model ecosystem, with thousands of specialized models. Multi-Expert-Domain classification seeks to address this problem, by merging ","authors_text":"Deepak Sridhar, Nuno Vasconcelos, Zheng Zeng","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-07-13T01:18:32Z","title":"MED-DSLC: Multi-Expert-Domain Classification via Domain Supervision and Logit Calibration"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.10985","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:dd5d5ef6af3e1b87b42fda0c7145e89496bc6de018deb7fdad8fd63a04eb601f","target":"record","created_at":"2026-07-14T01:21:50Z","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":"2537ca9afdbfe0429b7fe93c740c7f8c7e9657af5cd4b117d3f583969f48117c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2026-07-13T01:18:32Z","title_canon_sha256":"8df066003d83637f80c73c1477d2cc9f732922857de70bef81c26a183fa9178c"},"schema_version":"1.0","source":{"id":"2607.10985","kind":"arxiv","version":1}},"canonical_sha256":"58cee2086cfc13317a53da1bfca3df0aaf9b6abce9acd16f824fe3509beb118d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"58cee2086cfc13317a53da1bfca3df0aaf9b6abce9acd16f824fe3509beb118d","first_computed_at":"2026-07-14T01:21:50.891572Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-14T01:21:50.891572Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"UVT0awgzHhoxQ9y9SuCHJmhpiW1YX2jPOBBxOFFQguJSg1egIxroa0Xrttw9VV5tZYOBe+zfDf8AuZjqQGcnAA==","signature_status":"signed_v1","signed_at":"2026-07-14T01:21:50.892410Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.10985","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:dd5d5ef6af3e1b87b42fda0c7145e89496bc6de018deb7fdad8fd63a04eb601f","sha256:1f52b76a253be662e90ac1786c3a56928ef7c299867ac24eb82773347b16adea"],"state_sha256":"c4c88d5088f70cc3c816c3af99fbf8365a85f25706a2f4b839911738ea8b55e4"}