{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:TWTKATPDGZZCOL6VXNQWTFH7GE","short_pith_number":"pith:TWTKATPD","canonical_record":{"source":{"id":"2504.21409","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"eess.SP","submitted_at":"2025-04-30T08:09:59Z","cross_cats_sorted":[],"title_canon_sha256":"561306acb1d5808670960a28a281dc3080298ba14d1396201c4ab6e706bed3c3","abstract_canon_sha256":"7027e9ecedbb5333015916c28a2bfc9a26487d620b5cb31026cdca3c7ef6b58a"},"schema_version":"1.0"},"canonical_sha256":"9da6a04de33672272fd5bb616994ff31319d7624b7dccadee63f35cbebf6b64e","source":{"kind":"arxiv","id":"2504.21409","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.21409","created_at":"2026-07-05T10:56:23Z"},{"alias_kind":"arxiv_version","alias_value":"2504.21409v1","created_at":"2026-07-05T10:56:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.21409","created_at":"2026-07-05T10:56:23Z"},{"alias_kind":"pith_short_12","alias_value":"TWTKATPDGZZC","created_at":"2026-07-05T10:56:23Z"},{"alias_kind":"pith_short_16","alias_value":"TWTKATPDGZZCOL6V","created_at":"2026-07-05T10:56:23Z"},{"alias_kind":"pith_short_8","alias_value":"TWTKATPD","created_at":"2026-07-05T10:56:23Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:TWTKATPDGZZCOL6VXNQWTFH7GE","target":"record","payload":{"canonical_record":{"source":{"id":"2504.21409","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"eess.SP","submitted_at":"2025-04-30T08:09:59Z","cross_cats_sorted":[],"title_canon_sha256":"561306acb1d5808670960a28a281dc3080298ba14d1396201c4ab6e706bed3c3","abstract_canon_sha256":"7027e9ecedbb5333015916c28a2bfc9a26487d620b5cb31026cdca3c7ef6b58a"},"schema_version":"1.0"},"canonical_sha256":"9da6a04de33672272fd5bb616994ff31319d7624b7dccadee63f35cbebf6b64e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:56:23.452264Z","signature_b64":"/siBoil8z8wtzYQWPH6J2QajwxuLZbxjCPmbao6IeXAphWSaygvTWGYZKCwd5CERz72OQVlyQd/x4mAgmnOhDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9da6a04de33672272fd5bb616994ff31319d7624b7dccadee63f35cbebf6b64e","last_reissued_at":"2026-07-05T10:56:23.451870Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:56:23.451870Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2504.21409","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":"2026-07-05T10:56:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lgjvk41pM10OlMJ/72o4RtpqBLx3WRjq9RQLhpps6wpewZNbCQQUsImOwJDR7amRlTZ2mj+JsqMPgzUw3r6uCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-16T00:58:50.051388Z"},"content_sha256":"9920dba92cf94832badfbd32996026e3412c91d63aee565a7db13aec8b74eeb6","schema_version":"1.0","event_id":"sha256:9920dba92cf94832badfbd32996026e3412c91d63aee565a7db13aec8b74eeb6"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:TWTKATPDGZZCOL6VXNQWTFH7GE","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Towards Intelligent Edge Sensing for ISCC Network: Joint Multi-Tier DNN Partitioning and Beamforming Design","license":"http://creativecommons.org/publicdomain/zero/1.0/","headline":"","cross_cats":[],"primary_cat":"eess.SP","authors_text":"Cheng Hu, Dusit Niyato, Peng Liu, Weijie Yuan, Xiaoyang Li, Xinyi Wang, Yuanhao Li, Zesong Fei","submitted_at":"2025-04-30T08:09:59Z","abstract_excerpt":"The combination of Integrated Sensing and Communication (ISAC) and Mobile Edge Computing (MEC) enables devices to simultaneously sense the environment and offload data to the base stations (BS) for intelligent processing, thereby reducing local computational burdens. However, transmitting raw sensing data from ISAC devices to the BS often incurs substantial fronthaul overhead and latency. This paper investigates a three-tier collaborative inference framework enabled by Integrated Sensing, Communication, and Computing (ISCC), where cloud servers, MEC servers, and ISAC devices cooperatively exec"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.21409","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/2504.21409/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":"2026-07-05T10:56:23Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"xNpHwG10OmAY7Qn2jQsWa4/ME/hzvDpdCNqO6266ZXVBRjD4g7AhCSEy1tXpMzEjUzX/R2+iAdUIHUuKjDl+AA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-16T00:58:50.051896Z"},"content_sha256":"cc41864ca13f15f0e74da17e1c770bbb4bc71bc8a18fb27bc711a13d4bce2902","schema_version":"1.0","event_id":"sha256:cc41864ca13f15f0e74da17e1c770bbb4bc71bc8a18fb27bc711a13d4bce2902"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/TWTKATPDGZZCOL6VXNQWTFH7GE/bundle.json","state_url":"https://pith.science/pith/TWTKATPDGZZCOL6VXNQWTFH7GE/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/TWTKATPDGZZCOL6VXNQWTFH7GE/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":"2026-08-16T00:58:50Z","links":{"resolver":"https://pith.science/pith/TWTKATPDGZZCOL6VXNQWTFH7GE","bundle":"https://pith.science/pith/TWTKATPDGZZCOL6VXNQWTFH7GE/bundle.json","state":"https://pith.science/pith/TWTKATPDGZZCOL6VXNQWTFH7GE/state.json","well_known_bundle":"https://pith.science/.well-known/pith/TWTKATPDGZZCOL6VXNQWTFH7GE/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:TWTKATPDGZZCOL6VXNQWTFH7GE","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":"7027e9ecedbb5333015916c28a2bfc9a26487d620b5cb31026cdca3c7ef6b58a","cross_cats_sorted":[],"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"eess.SP","submitted_at":"2025-04-30T08:09:59Z","title_canon_sha256":"561306acb1d5808670960a28a281dc3080298ba14d1396201c4ab6e706bed3c3"},"schema_version":"1.0","source":{"id":"2504.21409","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.21409","created_at":"2026-07-05T10:56:23Z"},{"alias_kind":"arxiv_version","alias_value":"2504.21409v1","created_at":"2026-07-05T10:56:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.21409","created_at":"2026-07-05T10:56:23Z"},{"alias_kind":"pith_short_12","alias_value":"TWTKATPDGZZC","created_at":"2026-07-05T10:56:23Z"},{"alias_kind":"pith_short_16","alias_value":"TWTKATPDGZZCOL6V","created_at":"2026-07-05T10:56:23Z"},{"alias_kind":"pith_short_8","alias_value":"TWTKATPD","created_at":"2026-07-05T10:56:23Z"}],"graph_snapshots":[{"event_id":"sha256:cc41864ca13f15f0e74da17e1c770bbb4bc71bc8a18fb27bc711a13d4bce2902","target":"graph","created_at":"2026-07-05T10:56:23Z","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/2504.21409/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The combination of Integrated Sensing and Communication (ISAC) and Mobile Edge Computing (MEC) enables devices to simultaneously sense the environment and offload data to the base stations (BS) for intelligent processing, thereby reducing local computational burdens. However, transmitting raw sensing data from ISAC devices to the BS often incurs substantial fronthaul overhead and latency. This paper investigates a three-tier collaborative inference framework enabled by Integrated Sensing, Communication, and Computing (ISCC), where cloud servers, MEC servers, and ISAC devices cooperatively exec","authors_text":"Cheng Hu, Dusit Niyato, Peng Liu, Weijie Yuan, Xiaoyang Li, Xinyi Wang, Yuanhao Li, Zesong Fei","cross_cats":[],"headline":"","license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"eess.SP","submitted_at":"2025-04-30T08:09:59Z","title":"Towards Intelligent Edge Sensing for ISCC Network: Joint Multi-Tier DNN Partitioning and Beamforming Design"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.21409","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":"sha256:9920dba92cf94832badfbd32996026e3412c91d63aee565a7db13aec8b74eeb6","target":"record","created_at":"2026-07-05T10:56:23Z","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":"7027e9ecedbb5333015916c28a2bfc9a26487d620b5cb31026cdca3c7ef6b58a","cross_cats_sorted":[],"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"eess.SP","submitted_at":"2025-04-30T08:09:59Z","title_canon_sha256":"561306acb1d5808670960a28a281dc3080298ba14d1396201c4ab6e706bed3c3"},"schema_version":"1.0","source":{"id":"2504.21409","kind":"arxiv","version":1}},"canonical_sha256":"9da6a04de33672272fd5bb616994ff31319d7624b7dccadee63f35cbebf6b64e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9da6a04de33672272fd5bb616994ff31319d7624b7dccadee63f35cbebf6b64e","first_computed_at":"2026-07-05T10:56:23.451870Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:56:23.451870Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/siBoil8z8wtzYQWPH6J2QajwxuLZbxjCPmbao6IeXAphWSaygvTWGYZKCwd5CERz72OQVlyQd/x4mAgmnOhDg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:56:23.452264Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.21409","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9920dba92cf94832badfbd32996026e3412c91d63aee565a7db13aec8b74eeb6","sha256:cc41864ca13f15f0e74da17e1c770bbb4bc71bc8a18fb27bc711a13d4bce2902"],"state_sha256":"c420220411803080e6b01a83c656d8cb765884d4e52111de147e9fa5d5d649ba"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3x6XAEubvRShgrOvs5uy4cdVFiLqys2iVJ+lbuNTAIBt4T00ptiqP0RViDzh+moXFprY2Rh6pwUKqh/ev7fyBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-16T00:58:50.058168Z","bundle_sha256":"1efee2cffe2bd4637f247c2259942213daa8b5b0d06fd3427ecf7d58d6b8240f"}}