{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2018:46547PRERPMM2JPHJ6UU7CFKB4","short_pith_number":"pith:46547PRE","canonical_record":{"source":{"id":"1809.04525","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2018-08-29T12:32:31Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"0094749981c837c9153e5d494a37ad546b7cd4c9f8f1f2e2016f2c4e3cbc3908","abstract_canon_sha256":"7b906796dfb2095112a38df2142db896bc6f9b1610003c99e08721742ce1ecac"},"schema_version":"1.0"},"canonical_sha256":"e7bbcfbe248bd8cd25e74fa94f88aa0f2aba7efb2b1bcd066e628911a11b76b0","source":{"kind":"arxiv","id":"1809.04525","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1809.04525","created_at":"2026-05-18T00:05:52Z"},{"alias_kind":"arxiv_version","alias_value":"1809.04525v1","created_at":"2026-05-18T00:05:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1809.04525","created_at":"2026-05-18T00:05:52Z"},{"alias_kind":"pith_short_12","alias_value":"46547PRERPMM","created_at":"2026-05-18T12:32:05Z"},{"alias_kind":"pith_short_16","alias_value":"46547PRERPMM2JPH","created_at":"2026-05-18T12:32:05Z"},{"alias_kind":"pith_short_8","alias_value":"46547PRE","created_at":"2026-05-18T12:32:05Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2018:46547PRERPMM2JPHJ6UU7CFKB4","target":"record","payload":{"canonical_record":{"source":{"id":"1809.04525","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2018-08-29T12:32:31Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"0094749981c837c9153e5d494a37ad546b7cd4c9f8f1f2e2016f2c4e3cbc3908","abstract_canon_sha256":"7b906796dfb2095112a38df2142db896bc6f9b1610003c99e08721742ce1ecac"},"schema_version":"1.0"},"canonical_sha256":"e7bbcfbe248bd8cd25e74fa94f88aa0f2aba7efb2b1bcd066e628911a11b76b0","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:05:52.038853Z","signature_b64":"2eOUrSq/q967zZogRdpai1x6J+BpBZ1qtOCRmOYW6xsXQ+FDq1xLgP5L1KwgpjYT/sxSbzs0urUexPASR2NBDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e7bbcfbe248bd8cd25e74fa94f88aa0f2aba7efb2b1bcd066e628911a11b76b0","last_reissued_at":"2026-05-18T00:05:52.038098Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:05:52.038098Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1809.04525","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":"2026-05-18T00:05:52Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7cR/m/1Oai1lQ/ThIMcVTVxycXPESxGDrEDbK3OiQs7rzdAE/oe+vhtA28lBUYyFLgKjVd8OG7bQZOq3ZpM9Dg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-28T07:51:35.012921Z"},"content_sha256":"8e9847927d985991558bbb886aef2ead0c2cbea60a434291595b5c7ff3655f76","schema_version":"1.0","event_id":"sha256:8e9847927d985991558bbb886aef2ead0c2cbea60a434291595b5c7ff3655f76"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2018:46547PRERPMM2JPHJ6UU7CFKB4","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Label-less Learning for Traffic Control in an Edge Network","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.NI","authors_text":"Kai Lin, Long Hu, Min Chen, Yixue Hao, Zhiyong Yuan","submitted_at":"2018-08-29T12:32:31Z","abstract_excerpt":"With the development of intelligent applications (e.g., self-driving, real-time emotion recognition, etc), there are higher requirements for the cloud intelligence. However, cloud intelligence depends on the multi-modal data collected by user equipments (UEs). Due to the limited capacity of network bandwidth, offloading all data generated from the UEs to the remote cloud is impractical. Thus, in this article, we consider the challenging issue of achieving a certain level of cloud intelligence while reducing network traffic. In order to solve this problem, we design a traffic control algorithm "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1809.04525","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":""},"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":"2026-05-18T00:05:52Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LmYMBTXktISba4/vVY7LMDnd8s6Xi8OQZuEBRO9H7Y9w1zoa5pXdyiSywnNy8Q8LI9tWFp4WjONbCMibsPgPAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-28T07:51:35.013268Z"},"content_sha256":"9e6b34bebc5cee1ff45aa9cc0e7154726c9c60e6a7dafcb34a58c742f53d27bb","schema_version":"1.0","event_id":"sha256:9e6b34bebc5cee1ff45aa9cc0e7154726c9c60e6a7dafcb34a58c742f53d27bb"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/46547PRERPMM2JPHJ6UU7CFKB4/bundle.json","state_url":"https://pith.science/pith/46547PRERPMM2JPHJ6UU7CFKB4/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/46547PRERPMM2JPHJ6UU7CFKB4/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":"2026-05-28T07:51:35Z","links":{"resolver":"https://pith.science/pith/46547PRERPMM2JPHJ6UU7CFKB4","bundle":"https://pith.science/pith/46547PRERPMM2JPHJ6UU7CFKB4/bundle.json","state":"https://pith.science/pith/46547PRERPMM2JPHJ6UU7CFKB4/state.json","well_known_bundle":"https://pith.science/.well-known/pith/46547PRERPMM2JPHJ6UU7CFKB4/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:46547PRERPMM2JPHJ6UU7CFKB4","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":"7b906796dfb2095112a38df2142db896bc6f9b1610003c99e08721742ce1ecac","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2018-08-29T12:32:31Z","title_canon_sha256":"0094749981c837c9153e5d494a37ad546b7cd4c9f8f1f2e2016f2c4e3cbc3908"},"schema_version":"1.0","source":{"id":"1809.04525","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1809.04525","created_at":"2026-05-18T00:05:52Z"},{"alias_kind":"arxiv_version","alias_value":"1809.04525v1","created_at":"2026-05-18T00:05:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1809.04525","created_at":"2026-05-18T00:05:52Z"},{"alias_kind":"pith_short_12","alias_value":"46547PRERPMM","created_at":"2026-05-18T12:32:05Z"},{"alias_kind":"pith_short_16","alias_value":"46547PRERPMM2JPH","created_at":"2026-05-18T12:32:05Z"},{"alias_kind":"pith_short_8","alias_value":"46547PRE","created_at":"2026-05-18T12:32:05Z"}],"graph_snapshots":[{"event_id":"sha256:9e6b34bebc5cee1ff45aa9cc0e7154726c9c60e6a7dafcb34a58c742f53d27bb","target":"graph","created_at":"2026-05-18T00:05:52Z","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"},"paper":{"abstract_excerpt":"With the development of intelligent applications (e.g., self-driving, real-time emotion recognition, etc), there are higher requirements for the cloud intelligence. However, cloud intelligence depends on the multi-modal data collected by user equipments (UEs). Due to the limited capacity of network bandwidth, offloading all data generated from the UEs to the remote cloud is impractical. Thus, in this article, we consider the challenging issue of achieving a certain level of cloud intelligence while reducing network traffic. In order to solve this problem, we design a traffic control algorithm ","authors_text":"Kai Lin, Long Hu, Min Chen, Yixue Hao, Zhiyong Yuan","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2018-08-29T12:32:31Z","title":"Label-less Learning for Traffic Control in an Edge Network"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1809.04525","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":"sha256:8e9847927d985991558bbb886aef2ead0c2cbea60a434291595b5c7ff3655f76","target":"record","created_at":"2026-05-18T00:05:52Z","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":"7b906796dfb2095112a38df2142db896bc6f9b1610003c99e08721742ce1ecac","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2018-08-29T12:32:31Z","title_canon_sha256":"0094749981c837c9153e5d494a37ad546b7cd4c9f8f1f2e2016f2c4e3cbc3908"},"schema_version":"1.0","source":{"id":"1809.04525","kind":"arxiv","version":1}},"canonical_sha256":"e7bbcfbe248bd8cd25e74fa94f88aa0f2aba7efb2b1bcd066e628911a11b76b0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e7bbcfbe248bd8cd25e74fa94f88aa0f2aba7efb2b1bcd066e628911a11b76b0","first_computed_at":"2026-05-18T00:05:52.038098Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:05:52.038098Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2eOUrSq/q967zZogRdpai1x6J+BpBZ1qtOCRmOYW6xsXQ+FDq1xLgP5L1KwgpjYT/sxSbzs0urUexPASR2NBDA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:05:52.038853Z","signed_message":"canonical_sha256_bytes"},"source_id":"1809.04525","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8e9847927d985991558bbb886aef2ead0c2cbea60a434291595b5c7ff3655f76","sha256:9e6b34bebc5cee1ff45aa9cc0e7154726c9c60e6a7dafcb34a58c742f53d27bb"],"state_sha256":"f8040e4c0a8e9a44a5f13b6158a29666325488d6ad6157fb596f2b507006807a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"i2t2sGDjVfgk8nxQL3ourVCmnO6Dj8ePpMg+QhHYjHWDxQ4li18yxDOl8K9ye3mk7wBkrtNk8yGzUb3u2ibcBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-28T07:51:35.015291Z","bundle_sha256":"1ecea71d08951000bfcc5df97e69f58eb89e6550344c500a2d9d62a6ed14e53e"}}