{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:DNE4BEG2IYDWAHAGPLNPP75T2B","short_pith_number":"pith:DNE4BEG2","canonical_record":{"source":{"id":"2310.07592","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-10-11T15:35:20Z","cross_cats_sorted":["cs.NI"],"title_canon_sha256":"a2d54a0da9eacfb132db1035f3e5b744f538b68b7cde74377a33f1439c8ee484","abstract_canon_sha256":"897393793041a3e42c3b5bc78cf09fd52f53306e1d4f4f0601ca73b8bd72dbad"},"schema_version":"1.0"},"canonical_sha256":"1b49c090da4607601c067adaf7ffb3d04b557afb2cd0ce7e55a95e1e37611029","source":{"kind":"arxiv","id":"2310.07592","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.07592","created_at":"2026-07-05T07:46:24Z"},{"alias_kind":"arxiv_version","alias_value":"2310.07592v2","created_at":"2026-07-05T07:46:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.07592","created_at":"2026-07-05T07:46:24Z"},{"alias_kind":"pith_short_12","alias_value":"DNE4BEG2IYDW","created_at":"2026-07-05T07:46:24Z"},{"alias_kind":"pith_short_16","alias_value":"DNE4BEG2IYDWAHAG","created_at":"2026-07-05T07:46:24Z"},{"alias_kind":"pith_short_8","alias_value":"DNE4BEG2","created_at":"2026-07-05T07:46:24Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:DNE4BEG2IYDWAHAGPLNPP75T2B","target":"record","payload":{"canonical_record":{"source":{"id":"2310.07592","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-10-11T15:35:20Z","cross_cats_sorted":["cs.NI"],"title_canon_sha256":"a2d54a0da9eacfb132db1035f3e5b744f538b68b7cde74377a33f1439c8ee484","abstract_canon_sha256":"897393793041a3e42c3b5bc78cf09fd52f53306e1d4f4f0601ca73b8bd72dbad"},"schema_version":"1.0"},"canonical_sha256":"1b49c090da4607601c067adaf7ffb3d04b557afb2cd0ce7e55a95e1e37611029","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:46:24.304849Z","signature_b64":"VjmaGDfFdbEQEqpSbS8id90fHs+fbfNMxEkCh6+VcnJ69iX+bmf2E5TcbTX4pa+7Bo0GLHYIXC1Zg8iBr8/wDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1b49c090da4607601c067adaf7ffb3d04b557afb2cd0ce7e55a95e1e37611029","last_reissued_at":"2026-07-05T07:46:24.304305Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:46:24.304305Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2310.07592","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T07:46:24Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"rvMoIKU8545pbJeXUpinOvTguHKEbj9KH1eUe0g3jFxnV/JZVm/NpmpQu4nzJqK/zQVd2iYqxHj3RmVFAsTGCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T06:21:28.301691Z"},"content_sha256":"1ee4a01c536a74bea8904d2603d4197b636e7610060a8e7ead8728cedb8fb0a0","schema_version":"1.0","event_id":"sha256:1ee4a01c536a74bea8904d2603d4197b636e7610060a8e7ead8728cedb8fb0a0"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:DNE4BEG2IYDWAHAGPLNPP75T2B","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Transformers for Green Semantic Communication: Less Energy, More Semantics","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.NI"],"primary_cat":"cs.LG","authors_text":"Cory Beard, Engineering, Kansas City, MO, Sejun Song (School of Science, Shubhabrata Mukherjee, University of Missouri-Kansas City, USA)","submitted_at":"2023-10-11T15:35:20Z","abstract_excerpt":"Semantic communication aims to transmit meaningful and effective information, rather than focusing on individual symbols or bits. This results in benefits like reduced latency, bandwidth usage, and higher throughput compared with traditional communication. However, semantic communication poses significant challenges due to the need for universal metrics to benchmark the joint effects of semantic information loss and practical energy consumption. This research presents a novel multi-objective loss function named \"Energy-Optimized Semantic Loss\" (EOSL), addressing the challenge of balancing sema"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.07592","kind":"arxiv","version":2},"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/2310.07592/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":"2026-07-05T07:46:24Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"D/9WP3CslWnX2QKrTvCvL5kt19kyUxQVwADeXyUFAtFHTqAKNCSW92m1WPPWI1kds2Zv1FMUmyPX6Vajf95ZDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-03T06:21:28.302175Z"},"content_sha256":"dd0dae192083c29ff3a27bed253dcf481f93a7873daa119544318206a2b1da58","schema_version":"1.0","event_id":"sha256:dd0dae192083c29ff3a27bed253dcf481f93a7873daa119544318206a2b1da58"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DNE4BEG2IYDWAHAGPLNPP75T2B/bundle.json","state_url":"https://pith.science/pith/DNE4BEG2IYDWAHAGPLNPP75T2B/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DNE4BEG2IYDWAHAGPLNPP75T2B/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":"2026-08-03T06:21:28Z","links":{"resolver":"https://pith.science/pith/DNE4BEG2IYDWAHAGPLNPP75T2B","bundle":"https://pith.science/pith/DNE4BEG2IYDWAHAGPLNPP75T2B/bundle.json","state":"https://pith.science/pith/DNE4BEG2IYDWAHAGPLNPP75T2B/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DNE4BEG2IYDWAHAGPLNPP75T2B/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:DNE4BEG2IYDWAHAGPLNPP75T2B","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":"897393793041a3e42c3b5bc78cf09fd52f53306e1d4f4f0601ca73b8bd72dbad","cross_cats_sorted":["cs.NI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-10-11T15:35:20Z","title_canon_sha256":"a2d54a0da9eacfb132db1035f3e5b744f538b68b7cde74377a33f1439c8ee484"},"schema_version":"1.0","source":{"id":"2310.07592","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.07592","created_at":"2026-07-05T07:46:24Z"},{"alias_kind":"arxiv_version","alias_value":"2310.07592v2","created_at":"2026-07-05T07:46:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.07592","created_at":"2026-07-05T07:46:24Z"},{"alias_kind":"pith_short_12","alias_value":"DNE4BEG2IYDW","created_at":"2026-07-05T07:46:24Z"},{"alias_kind":"pith_short_16","alias_value":"DNE4BEG2IYDWAHAG","created_at":"2026-07-05T07:46:24Z"},{"alias_kind":"pith_short_8","alias_value":"DNE4BEG2","created_at":"2026-07-05T07:46:24Z"}],"graph_snapshots":[{"event_id":"sha256:dd0dae192083c29ff3a27bed253dcf481f93a7873daa119544318206a2b1da58","target":"graph","created_at":"2026-07-05T07:46:24Z","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/2310.07592/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Semantic communication aims to transmit meaningful and effective information, rather than focusing on individual symbols or bits. This results in benefits like reduced latency, bandwidth usage, and higher throughput compared with traditional communication. However, semantic communication poses significant challenges due to the need for universal metrics to benchmark the joint effects of semantic information loss and practical energy consumption. This research presents a novel multi-objective loss function named \"Energy-Optimized Semantic Loss\" (EOSL), addressing the challenge of balancing sema","authors_text":"Cory Beard, Engineering, Kansas City, MO, Sejun Song (School of Science, Shubhabrata Mukherjee, University of Missouri-Kansas City, USA)","cross_cats":["cs.NI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-10-11T15:35:20Z","title":"Transformers for Green Semantic Communication: Less Energy, More Semantics"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.07592","kind":"arxiv","version":2},"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":"sha256:1ee4a01c536a74bea8904d2603d4197b636e7610060a8e7ead8728cedb8fb0a0","target":"record","created_at":"2026-07-05T07:46:24Z","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":"897393793041a3e42c3b5bc78cf09fd52f53306e1d4f4f0601ca73b8bd72dbad","cross_cats_sorted":["cs.NI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-10-11T15:35:20Z","title_canon_sha256":"a2d54a0da9eacfb132db1035f3e5b744f538b68b7cde74377a33f1439c8ee484"},"schema_version":"1.0","source":{"id":"2310.07592","kind":"arxiv","version":2}},"canonical_sha256":"1b49c090da4607601c067adaf7ffb3d04b557afb2cd0ce7e55a95e1e37611029","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1b49c090da4607601c067adaf7ffb3d04b557afb2cd0ce7e55a95e1e37611029","first_computed_at":"2026-07-05T07:46:24.304305Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:46:24.304305Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"VjmaGDfFdbEQEqpSbS8id90fHs+fbfNMxEkCh6+VcnJ69iX+bmf2E5TcbTX4pa+7Bo0GLHYIXC1Zg8iBr8/wDA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:46:24.304849Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.07592","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1ee4a01c536a74bea8904d2603d4197b636e7610060a8e7ead8728cedb8fb0a0","sha256:dd0dae192083c29ff3a27bed253dcf481f93a7873daa119544318206a2b1da58"],"state_sha256":"5fa5d69de70540a2296d7a4b1f28c15c20adee8dbc64bd50df5c959330c20d78"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Em9YqNhfyzHDXiziyS1biLPxyfwtcQzBSGAw1jYrCpBi0VYLJ6mRC+qILPfBegCoq+c3ASyQf5LLYKXZ+s/eCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-03T06:21:28.305493Z","bundle_sha256":"ef67b2082a4a7b537f83c9d85e217788a35228ba57a66fed03aad40e99166f4d"}}