{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:I3FRNH6YW7KHI4RWNESBYUVJYG","short_pith_number":"pith:I3FRNH6Y","canonical_record":{"source":{"id":"2502.04078","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2025-02-06T13:42:07Z","cross_cats_sorted":[],"title_canon_sha256":"fd2d669b6106a0d7d46fcfd6190e753d9011d2f08216032de561b212245892cb","abstract_canon_sha256":"d8205e2d740d5a1d3f6ae5a0c466c2b87bb845e6e4083156fc54c15f56dc6d08"},"schema_version":"1.0"},"canonical_sha256":"46cb169fd8b7d474723669241c52a9c1b300912591490646927e1f29e858ecff","source":{"kind":"arxiv","id":"2502.04078","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.04078","created_at":"2026-07-05T10:10:33Z"},{"alias_kind":"arxiv_version","alias_value":"2502.04078v1","created_at":"2026-07-05T10:10:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.04078","created_at":"2026-07-05T10:10:33Z"},{"alias_kind":"pith_short_12","alias_value":"I3FRNH6YW7KH","created_at":"2026-07-05T10:10:33Z"},{"alias_kind":"pith_short_16","alias_value":"I3FRNH6YW7KHI4RW","created_at":"2026-07-05T10:10:33Z"},{"alias_kind":"pith_short_8","alias_value":"I3FRNH6Y","created_at":"2026-07-05T10:10:33Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:I3FRNH6YW7KHI4RWNESBYUVJYG","target":"record","payload":{"canonical_record":{"source":{"id":"2502.04078","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2025-02-06T13:42:07Z","cross_cats_sorted":[],"title_canon_sha256":"fd2d669b6106a0d7d46fcfd6190e753d9011d2f08216032de561b212245892cb","abstract_canon_sha256":"d8205e2d740d5a1d3f6ae5a0c466c2b87bb845e6e4083156fc54c15f56dc6d08"},"schema_version":"1.0"},"canonical_sha256":"46cb169fd8b7d474723669241c52a9c1b300912591490646927e1f29e858ecff","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:10:33.852685Z","signature_b64":"Ug0sF8emyjQqu/UorAxIB63xDo+jqLmAXsKTpqzZsLVYUaZx+KYKK7BXUWjba4n5ekwFeMBW21RVJcbhILseDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"46cb169fd8b7d474723669241c52a9c1b300912591490646927e1f29e858ecff","last_reissued_at":"2026-07-05T10:10:33.852205Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:10:33.852205Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2502.04078","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":"2026-07-05T10:10:33Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"m0Xwz0O9KkVhUOkDVGoy5tFNfmNwNGO1sX9y2BmTnCnfkFbPQVKXGorK3X0FttPZrOrmTujE7h4NISZMy6WIAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T05:07:45.196097Z"},"content_sha256":"ab134438d6b8c5f0c8e72b7115a6980142f676dba691ec9ccdfd8c934c09c4a6","schema_version":"1.0","event_id":"sha256:ab134438d6b8c5f0c8e72b7115a6980142f676dba691ec9ccdfd8c934c09c4a6"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:I3FRNH6YW7KHI4RWNESBYUVJYG","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"CDIO: Cross-Domain Inference Optimization with Resource Preference Prediction for Edge-Cloud Collaboration","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.MM","authors_text":"Chang Zhao, Chaoyu Gong, Dieli Hu, Qi Guo, Wen Ji, Xiaowei Li, Xuanlei Zhao, Yang You, Yi Zhao, Zheming Yang","submitted_at":"2025-02-06T13:42:07Z","abstract_excerpt":"Currently, massive video tasks are processed by edge-cloud collaboration. However, the diversity of task requirements and the dynamics of resources pose great challenges to efficient inference, resulting in many wasted resources. In this paper, we present CDIO, a cross-domain inference optimization framework designed for edge-cloud collaboration. For diverse input tasks, CDIO can predict resource preference types by analyzing spatial complexity and processing requirements of the task. Subsequently, a cross-domain collaborative optimization algorithm is employed to guide resource allocation in "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.04078","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/2502.04078/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":"2026-07-05T10:10:33Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wNnb5ZOB5nIxwxa1lNxqmn9iwzPGkyz3zOsdC6aiENDbhNckj5AmtKcJOmdQDV/VFpP+FhIo5jMf8Lo1zShSCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T05:07:45.196701Z"},"content_sha256":"88bf0561aed10f4b26d9fdd2b1c21580c7dba75a1ef3afadef30726ce7bd7115","schema_version":"1.0","event_id":"sha256:88bf0561aed10f4b26d9fdd2b1c21580c7dba75a1ef3afadef30726ce7bd7115"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/I3FRNH6YW7KHI4RWNESBYUVJYG/bundle.json","state_url":"https://pith.science/pith/I3FRNH6YW7KHI4RWNESBYUVJYG/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/I3FRNH6YW7KHI4RWNESBYUVJYG/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":"2026-08-15T05:07:45Z","links":{"resolver":"https://pith.science/pith/I3FRNH6YW7KHI4RWNESBYUVJYG","bundle":"https://pith.science/pith/I3FRNH6YW7KHI4RWNESBYUVJYG/bundle.json","state":"https://pith.science/pith/I3FRNH6YW7KHI4RWNESBYUVJYG/state.json","well_known_bundle":"https://pith.science/.well-known/pith/I3FRNH6YW7KHI4RWNESBYUVJYG/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:I3FRNH6YW7KHI4RWNESBYUVJYG","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":"d8205e2d740d5a1d3f6ae5a0c466c2b87bb845e6e4083156fc54c15f56dc6d08","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2025-02-06T13:42:07Z","title_canon_sha256":"fd2d669b6106a0d7d46fcfd6190e753d9011d2f08216032de561b212245892cb"},"schema_version":"1.0","source":{"id":"2502.04078","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.04078","created_at":"2026-07-05T10:10:33Z"},{"alias_kind":"arxiv_version","alias_value":"2502.04078v1","created_at":"2026-07-05T10:10:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.04078","created_at":"2026-07-05T10:10:33Z"},{"alias_kind":"pith_short_12","alias_value":"I3FRNH6YW7KH","created_at":"2026-07-05T10:10:33Z"},{"alias_kind":"pith_short_16","alias_value":"I3FRNH6YW7KHI4RW","created_at":"2026-07-05T10:10:33Z"},{"alias_kind":"pith_short_8","alias_value":"I3FRNH6Y","created_at":"2026-07-05T10:10:33Z"}],"graph_snapshots":[{"event_id":"sha256:88bf0561aed10f4b26d9fdd2b1c21580c7dba75a1ef3afadef30726ce7bd7115","target":"graph","created_at":"2026-07-05T10:10:33Z","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/2502.04078/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Currently, massive video tasks are processed by edge-cloud collaboration. However, the diversity of task requirements and the dynamics of resources pose great challenges to efficient inference, resulting in many wasted resources. In this paper, we present CDIO, a cross-domain inference optimization framework designed for edge-cloud collaboration. For diverse input tasks, CDIO can predict resource preference types by analyzing spatial complexity and processing requirements of the task. Subsequently, a cross-domain collaborative optimization algorithm is employed to guide resource allocation in ","authors_text":"Chang Zhao, Chaoyu Gong, Dieli Hu, Qi Guo, Wen Ji, Xiaowei Li, Xuanlei Zhao, Yang You, Yi Zhao, Zheming Yang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2025-02-06T13:42:07Z","title":"CDIO: Cross-Domain Inference Optimization with Resource Preference Prediction for Edge-Cloud Collaboration"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.04078","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:ab134438d6b8c5f0c8e72b7115a6980142f676dba691ec9ccdfd8c934c09c4a6","target":"record","created_at":"2026-07-05T10:10:33Z","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":"d8205e2d740d5a1d3f6ae5a0c466c2b87bb845e6e4083156fc54c15f56dc6d08","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2025-02-06T13:42:07Z","title_canon_sha256":"fd2d669b6106a0d7d46fcfd6190e753d9011d2f08216032de561b212245892cb"},"schema_version":"1.0","source":{"id":"2502.04078","kind":"arxiv","version":1}},"canonical_sha256":"46cb169fd8b7d474723669241c52a9c1b300912591490646927e1f29e858ecff","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"46cb169fd8b7d474723669241c52a9c1b300912591490646927e1f29e858ecff","first_computed_at":"2026-07-05T10:10:33.852205Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:10:33.852205Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Ug0sF8emyjQqu/UorAxIB63xDo+jqLmAXsKTpqzZsLVYUaZx+KYKK7BXUWjba4n5ekwFeMBW21RVJcbhILseDw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:10:33.852685Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.04078","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ab134438d6b8c5f0c8e72b7115a6980142f676dba691ec9ccdfd8c934c09c4a6","sha256:88bf0561aed10f4b26d9fdd2b1c21580c7dba75a1ef3afadef30726ce7bd7115"],"state_sha256":"af60330b7262a53f78c676e31719a7b1ad400486dcf3cde3140c959d9abcffe4"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"2SsAKmiQVxBUZ7Dv0GGmQoscDnsI+nrfsfsvcpJQVZ0X0wnZuKJ8LwOZ6dIG8RUUe+elp25CwIKViHLpafpsBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-15T05:07:45.200406Z","bundle_sha256":"81ecd252d917eecff45167d1ed025a6232ef1e28a72ee73f83e90bd41e7b0e7e"}}