{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:KFQ4SEVOQGWZS2Z2DNTCECJHXD","short_pith_number":"pith:KFQ4SEVO","canonical_record":{"source":{"id":"2411.15801","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2024-11-24T12:07:47Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"3146f691f1e0bf748e84c64115d39823629fcb859bec24de66dc939cebe72f3c","abstract_canon_sha256":"a58de648b6063f04644ec83986a2d90da801ce2b399eaaf48a47c914507701e2"},"schema_version":"1.0"},"canonical_sha256":"5161c912ae81ad996b3a1b66220927b8db8ae6e88a35fe81d667ea1e779cda23","source":{"kind":"arxiv","id":"2411.15801","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.15801","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"arxiv_version","alias_value":"2411.15801v1","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.15801","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"pith_short_12","alias_value":"KFQ4SEVOQGWZ","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"pith_short_16","alias_value":"KFQ4SEVOQGWZS2Z2","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"pith_short_8","alias_value":"KFQ4SEVO","created_at":"2026-07-05T09:39:41Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:KFQ4SEVOQGWZS2Z2DNTCECJHXD","target":"record","payload":{"canonical_record":{"source":{"id":"2411.15801","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2024-11-24T12:07:47Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"3146f691f1e0bf748e84c64115d39823629fcb859bec24de66dc939cebe72f3c","abstract_canon_sha256":"a58de648b6063f04644ec83986a2d90da801ce2b399eaaf48a47c914507701e2"},"schema_version":"1.0"},"canonical_sha256":"5161c912ae81ad996b3a1b66220927b8db8ae6e88a35fe81d667ea1e779cda23","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:39:41.329516Z","signature_b64":"SmBfmkurIelfKuEPAF8/Dgvzk9YBsv/+j5IX8/0AWrepUTXvZaSidru0qfzBSnqH24SmjmagQmSxOVa1LlqyDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5161c912ae81ad996b3a1b66220927b8db8ae6e88a35fe81d667ea1e779cda23","last_reissued_at":"2026-07-05T09:39:41.329093Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:39:41.329093Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.15801","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":"2026-07-05T09:39:41Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"10xl0PP6XmXabf7ol/Y3268p3/Xm/SgBVhxfnf4GI+z6djz+TN6yuitGDUHmzunwOx1rD3Nv8MjkyI6qbFdUCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T01:39:46.948056Z"},"content_sha256":"4ab8ef4ebe59be744677c7231b8e086548d80a9814df84ca2b401f8b09c2b2a6","schema_version":"1.0","event_id":"sha256:4ab8ef4ebe59be744677c7231b8e086548d80a9814df84ca2b401f8b09c2b2a6"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:KFQ4SEVOQGWZS2Z2DNTCECJHXD","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A review on Machine Learning based User-Centric Multimedia Streaming Techniques","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.MM","authors_text":"Chetna Singhal, Monalisa Ghosh","submitted_at":"2024-11-24T12:07:47Z","abstract_excerpt":"The multimedia content and streaming are a major means of information exchange in the modern era and there is an increasing demand for such services. This coupled with the advancement of future wireless networks B5G/6G and the proliferation of intelligent handheld mobile devices, has facilitated the availability of multimedia content to heterogeneous mobile users. Apart from the conventional video, the 360$^o$ videos have gained popularity with the emerging virtual reality applications. All formats of videos (conventional and 360$^o$) undergo processing, compression, and transmission across dy"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.15801","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/2411.15801/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":"2026-07-05T09:39:41Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"gREv0hzgwh0hohvnYHKd76SEPbDM4q37OfuOa0t8ZA7MH6/IWedLxnpVwCWqf2koR4nymQegNVcW9oKObFu8DA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T01:39:46.948481Z"},"content_sha256":"c2ec3ccee79284ab4b86e07264d4c2ac55c617c0d5bc8141dc7fad25d17e7b48","schema_version":"1.0","event_id":"sha256:c2ec3ccee79284ab4b86e07264d4c2ac55c617c0d5bc8141dc7fad25d17e7b48"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/KFQ4SEVOQGWZS2Z2DNTCECJHXD/bundle.json","state_url":"https://pith.science/pith/KFQ4SEVOQGWZS2Z2DNTCECJHXD/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/KFQ4SEVOQGWZS2Z2DNTCECJHXD/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":"2026-08-13T01:39:46Z","links":{"resolver":"https://pith.science/pith/KFQ4SEVOQGWZS2Z2DNTCECJHXD","bundle":"https://pith.science/pith/KFQ4SEVOQGWZS2Z2DNTCECJHXD/bundle.json","state":"https://pith.science/pith/KFQ4SEVOQGWZS2Z2DNTCECJHXD/state.json","well_known_bundle":"https://pith.science/.well-known/pith/KFQ4SEVOQGWZS2Z2DNTCECJHXD/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:KFQ4SEVOQGWZS2Z2DNTCECJHXD","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":"a58de648b6063f04644ec83986a2d90da801ce2b399eaaf48a47c914507701e2","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2024-11-24T12:07:47Z","title_canon_sha256":"3146f691f1e0bf748e84c64115d39823629fcb859bec24de66dc939cebe72f3c"},"schema_version":"1.0","source":{"id":"2411.15801","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.15801","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"arxiv_version","alias_value":"2411.15801v1","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.15801","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"pith_short_12","alias_value":"KFQ4SEVOQGWZ","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"pith_short_16","alias_value":"KFQ4SEVOQGWZS2Z2","created_at":"2026-07-05T09:39:41Z"},{"alias_kind":"pith_short_8","alias_value":"KFQ4SEVO","created_at":"2026-07-05T09:39:41Z"}],"graph_snapshots":[{"event_id":"sha256:c2ec3ccee79284ab4b86e07264d4c2ac55c617c0d5bc8141dc7fad25d17e7b48","target":"graph","created_at":"2026-07-05T09:39:41Z","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/2411.15801/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The multimedia content and streaming are a major means of information exchange in the modern era and there is an increasing demand for such services. This coupled with the advancement of future wireless networks B5G/6G and the proliferation of intelligent handheld mobile devices, has facilitated the availability of multimedia content to heterogeneous mobile users. Apart from the conventional video, the 360$^o$ videos have gained popularity with the emerging virtual reality applications. All formats of videos (conventional and 360$^o$) undergo processing, compression, and transmission across dy","authors_text":"Chetna Singhal, Monalisa Ghosh","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2024-11-24T12:07:47Z","title":"A review on Machine Learning based User-Centric Multimedia Streaming Techniques"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.15801","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":"sha256:4ab8ef4ebe59be744677c7231b8e086548d80a9814df84ca2b401f8b09c2b2a6","target":"record","created_at":"2026-07-05T09:39:41Z","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":"a58de648b6063f04644ec83986a2d90da801ce2b399eaaf48a47c914507701e2","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MM","submitted_at":"2024-11-24T12:07:47Z","title_canon_sha256":"3146f691f1e0bf748e84c64115d39823629fcb859bec24de66dc939cebe72f3c"},"schema_version":"1.0","source":{"id":"2411.15801","kind":"arxiv","version":1}},"canonical_sha256":"5161c912ae81ad996b3a1b66220927b8db8ae6e88a35fe81d667ea1e779cda23","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5161c912ae81ad996b3a1b66220927b8db8ae6e88a35fe81d667ea1e779cda23","first_computed_at":"2026-07-05T09:39:41.329093Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:39:41.329093Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"SmBfmkurIelfKuEPAF8/Dgvzk9YBsv/+j5IX8/0AWrepUTXvZaSidru0qfzBSnqH24SmjmagQmSxOVa1LlqyDA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:39:41.329516Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.15801","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4ab8ef4ebe59be744677c7231b8e086548d80a9814df84ca2b401f8b09c2b2a6","sha256:c2ec3ccee79284ab4b86e07264d4c2ac55c617c0d5bc8141dc7fad25d17e7b48"],"state_sha256":"3bbcaae61674ae0be0bb6019c3e3588749af0c400cd348dba706a733e25d5c78"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"5iDLW4jtcq9Ev7XbPS3zla3jKHF7I4RZbyQ6A/tR67i2Z/i0K2PXhdDU3fFNTs6D1Dyd/i89rjzCj28BQTjoCw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T01:39:46.950993Z","bundle_sha256":"68fb9f6a922f6998af86f31ce98dfbcf070e64ddd047ff745e1c345a86c433e1"}}