{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:P3SXGA46LHZQAZ3JRP7LLQDPTE","short_pith_number":"pith:P3SXGA46","canonical_record":{"source":{"id":"2505.00745","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-30T08:08:15Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"f8b78f94e9c6886498a5631fd8ff693c5c669466d8e24e24fc200ffe22fd3b40","abstract_canon_sha256":"76a2d9a7af483acf56c08ff28a1a3116eb1790708b254753d7f1e5d258af1d17"},"schema_version":"1.0"},"canonical_sha256":"7ee573039e59f30067698bfeb5c06f993d082b11275cc3cfb3dfcc6ef7748d91","source":{"kind":"arxiv","id":"2505.00745","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.00745","created_at":"2026-07-05T10:57:38Z"},{"alias_kind":"arxiv_version","alias_value":"2505.00745v1","created_at":"2026-07-05T10:57:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.00745","created_at":"2026-07-05T10:57:38Z"},{"alias_kind":"pith_short_12","alias_value":"P3SXGA46LHZQ","created_at":"2026-07-05T10:57:38Z"},{"alias_kind":"pith_short_16","alias_value":"P3SXGA46LHZQAZ3J","created_at":"2026-07-05T10:57:38Z"},{"alias_kind":"pith_short_8","alias_value":"P3SXGA46","created_at":"2026-07-05T10:57:38Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:P3SXGA46LHZQAZ3JRP7LLQDPTE","target":"record","payload":{"canonical_record":{"source":{"id":"2505.00745","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-30T08:08:15Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"f8b78f94e9c6886498a5631fd8ff693c5c669466d8e24e24fc200ffe22fd3b40","abstract_canon_sha256":"76a2d9a7af483acf56c08ff28a1a3116eb1790708b254753d7f1e5d258af1d17"},"schema_version":"1.0"},"canonical_sha256":"7ee573039e59f30067698bfeb5c06f993d082b11275cc3cfb3dfcc6ef7748d91","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:57:38.418226Z","signature_b64":"PphJ9I5bvbxiCOx0htw0RhnK8QeSQMQmZH2atAK37j1on0b4A8uribcYrqQbYfAHQtR3aFtmeRLXFpn6arz2CA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7ee573039e59f30067698bfeb5c06f993d082b11275cc3cfb3dfcc6ef7748d91","last_reissued_at":"2026-07-05T10:57:38.417707Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:57:38.417707Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2505.00745","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:57:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Ty/y5wi7AYTl2pUbKsWoYa0PsNqonxC5lRId2iSPrybW5b4b5DnwPUrSd3ResBqKvdDcVKSvimZDY8UVFLiDDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T22:09:56.963678Z"},"content_sha256":"f739da02fb70c0e6eb542b7a17388c02b9c78a1aa83a660484bae7a99992cd03","schema_version":"1.0","event_id":"sha256:f739da02fb70c0e6eb542b7a17388c02b9c78a1aa83a660484bae7a99992cd03"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:P3SXGA46LHZQAZ3JRP7LLQDPTE","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Responsive DNN Adaptation for Video Analytics against Environment Shift via Hierarchical Mobile-Cloud Collaborations","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.CV","authors_text":"Fan Wu, Guihai Chen, Maozhe Zhao, Shengzhong Liu","submitted_at":"2025-04-30T08:08:15Z","abstract_excerpt":"Mobile video analysis systems often encounter various deploying environments, where environment shifts present greater demands for responsiveness in adaptations of deployed \"expert DNN models\". Existing model adaptation frameworks primarily operate in a cloud-centric way, exhibiting degraded performance during adaptation and delayed reactions to environment shifts. Instead, this paper proposes MOCHA, a novel framework optimizing the responsiveness of continuous model adaptation through hierarchical collaborations between mobile and cloud resources. Specifically, MOCHA (1) reduces adaptation re"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.00745","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2505.00745/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:57:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+ODp8nWPofCj+3BfkBivHtUUjENZg8RWS9M4JlFyNhJRAW+1O6OuAF6IC/293ZWSlObTXB44SdT5PspKaz+XDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T22:09:56.964195Z"},"content_sha256":"e802d36b7b50a9f596b03f353483d543931927a1b5870c71da6d0520e969247e","schema_version":"1.0","event_id":"sha256:e802d36b7b50a9f596b03f353483d543931927a1b5870c71da6d0520e969247e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/P3SXGA46LHZQAZ3JRP7LLQDPTE/bundle.json","state_url":"https://pith.science/pith/P3SXGA46LHZQAZ3JRP7LLQDPTE/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/P3SXGA46LHZQAZ3JRP7LLQDPTE/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-05T22:09:56Z","links":{"resolver":"https://pith.science/pith/P3SXGA46LHZQAZ3JRP7LLQDPTE","bundle":"https://pith.science/pith/P3SXGA46LHZQAZ3JRP7LLQDPTE/bundle.json","state":"https://pith.science/pith/P3SXGA46LHZQAZ3JRP7LLQDPTE/state.json","well_known_bundle":"https://pith.science/.well-known/pith/P3SXGA46LHZQAZ3JRP7LLQDPTE/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:P3SXGA46LHZQAZ3JRP7LLQDPTE","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":"76a2d9a7af483acf56c08ff28a1a3116eb1790708b254753d7f1e5d258af1d17","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-30T08:08:15Z","title_canon_sha256":"f8b78f94e9c6886498a5631fd8ff693c5c669466d8e24e24fc200ffe22fd3b40"},"schema_version":"1.0","source":{"id":"2505.00745","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.00745","created_at":"2026-07-05T10:57:38Z"},{"alias_kind":"arxiv_version","alias_value":"2505.00745v1","created_at":"2026-07-05T10:57:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.00745","created_at":"2026-07-05T10:57:38Z"},{"alias_kind":"pith_short_12","alias_value":"P3SXGA46LHZQ","created_at":"2026-07-05T10:57:38Z"},{"alias_kind":"pith_short_16","alias_value":"P3SXGA46LHZQAZ3J","created_at":"2026-07-05T10:57:38Z"},{"alias_kind":"pith_short_8","alias_value":"P3SXGA46","created_at":"2026-07-05T10:57:38Z"}],"graph_snapshots":[{"event_id":"sha256:e802d36b7b50a9f596b03f353483d543931927a1b5870c71da6d0520e969247e","target":"graph","created_at":"2026-07-05T10:57:38Z","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/2505.00745/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Mobile video analysis systems often encounter various deploying environments, where environment shifts present greater demands for responsiveness in adaptations of deployed \"expert DNN models\". Existing model adaptation frameworks primarily operate in a cloud-centric way, exhibiting degraded performance during adaptation and delayed reactions to environment shifts. Instead, this paper proposes MOCHA, a novel framework optimizing the responsiveness of continuous model adaptation through hierarchical collaborations between mobile and cloud resources. Specifically, MOCHA (1) reduces adaptation re","authors_text":"Fan Wu, Guihai Chen, Maozhe Zhao, Shengzhong Liu","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-30T08:08:15Z","title":"Responsive DNN Adaptation for Video Analytics against Environment Shift via Hierarchical Mobile-Cloud Collaborations"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.00745","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:f739da02fb70c0e6eb542b7a17388c02b9c78a1aa83a660484bae7a99992cd03","target":"record","created_at":"2026-07-05T10:57:38Z","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":"76a2d9a7af483acf56c08ff28a1a3116eb1790708b254753d7f1e5d258af1d17","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-04-30T08:08:15Z","title_canon_sha256":"f8b78f94e9c6886498a5631fd8ff693c5c669466d8e24e24fc200ffe22fd3b40"},"schema_version":"1.0","source":{"id":"2505.00745","kind":"arxiv","version":1}},"canonical_sha256":"7ee573039e59f30067698bfeb5c06f993d082b11275cc3cfb3dfcc6ef7748d91","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7ee573039e59f30067698bfeb5c06f993d082b11275cc3cfb3dfcc6ef7748d91","first_computed_at":"2026-07-05T10:57:38.417707Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:57:38.417707Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PphJ9I5bvbxiCOx0htw0RhnK8QeSQMQmZH2atAK37j1on0b4A8uribcYrqQbYfAHQtR3aFtmeRLXFpn6arz2CA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:57:38.418226Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.00745","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f739da02fb70c0e6eb542b7a17388c02b9c78a1aa83a660484bae7a99992cd03","sha256:e802d36b7b50a9f596b03f353483d543931927a1b5870c71da6d0520e969247e"],"state_sha256":"96b2a4ca68a4219e26de47d36cc303cdcae8049243d82e850ff4b556c465fed3"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7ZzgjugM3wQWoQbuww73t/b/vmjoGi2OceSuvqkR3fq1Lpdv9R095b+uEHeOeK47AWTH9fOLy5nKWm83K2LcDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-05T22:09:56.969651Z","bundle_sha256":"38cc45b1f1c174b6c431fcc9681241612a36eac71e854d19efaa4bfd1ed123f9"}}