{"as_of":"2026-08-10T09:34:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:45271f2a20dd854d263d1397f02d1fcf74bf5bf78afb07febb1a51502d2035f3","coverage":[{"denominator":20,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":20,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T15:01:41.640851Z","state":"measured"},{"denominator":20,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":20,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-10T06:31:04.303077+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2505.16499/citation-record","integrity":"/paper/2505.16499/integrity","json":"/paper/2505.16499/citation-record.json","paper":"/paper/2505.16499"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:43.983379Z","title":"The internet of things in the era of generative ai: Vision and challenges,","venue":null,"work_id":"29c63af2-8a5d-4694-a9d1-41a0613b27b5","year":2024},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:39.916343Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:6bab6109127af7e272a4a6ee95479b2c3d7ce05405945bf15b435c0fc72cadf3","observation_id":"4636b601-743b-4b2e-9e37-d61c4d69ccc3","resolution":{"observed_at":"2026-08-07T15:01:44.113713Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2410.21276","last_updated":"2024-10-25T17:43:01Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-10-25T17:43:01Z","title":"GPT-4o System Card","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.21276","snapshot_observed_at":"2026-08-07T15:01:39.985060Z","title":"Gpt-4o system card,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:39.985060Z"},"links":{"cited_paper":"/paper/2410.21276","citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:328b7eec1e4d6e18faaa3943719c87f63979a5346235e72fa0cb4b586ad2a286","observation_id":"ce686c83-99be-4d44-8cd6-1ec4d8150dd6","resolution":{"observed_at":"2026-08-07T15:01:39.985060Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:40.090849Z","title":"Estimating the carbon footprint of bloom, a 176b parameter language model,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:40.090849Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:3c08ce46c6c3461bb918d64bc4ef8f68e3fd9f03811f475ab82408eedb323b59","observation_id":"29bc43e5-8b2e-46f4-ba1c-6f15c76c0006","resolution":{"observed_at":"2026-08-07T15:01:40.090849Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:43.812582Z","title":"(2024, Dec.) Incident report: Service down on december 12, 2024","venue":null,"work_id":"cd3a2951-18bb-4f7a-bbc2-de454df15917","year":2024},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:40.188952Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:888950b15daa9fdb2d2b33d8077aeb7d0581dd9c26c949691a3b77085d3c8624","observation_id":"845aa6d5-2afa-42af-a2d9-54515b012c0a","resolution":{"observed_at":"2026-08-07T15:01:43.904568Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:43.620096Z","title":"Impact of genai on mobile network traffic,","venue":null,"work_id":"b5be6cc1-9016-4a41-84f9-cc5278431a14","year":2024},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:40.280414Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:64dd167781d5d2a8aae3117473113a42b5c010370608e973799933c7639ef618","observation_id":"2a2bc9d3-f64d-4ce6-97b3-b407cf19d8ba","resolution":{"observed_at":"2026-08-07T15:01:43.687055Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:43.444297Z","title":"Revisiting edge ai: Opportunities and challenges,","venue":null,"work_id":"4af50213-f8d3-41ff-9c15-82440bff6f31","year":2024},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:40.388179Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:1d673fe6a1ab568ded6fa4d3e78ed88f20706f2cfbdc42fd3173c13db964e9d7","observation_id":"777ef170-972b-4dd2-ad13-709883f155ed","resolution":{"observed_at":"2026-08-07T15:01:43.540684Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:43.286748Z","title":"The future of consumer edge-ai computing,","venue":null,"work_id":"b9b87232-8cad-4e25-8c65-f102f16d7741","year":2024},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:40.448169Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:c7ca8cf141656d843d42192547f153929c245b3bf7e32ccbcca11f1f8a66c772","observation_id":"90437fee-0c31-47b8-8fbb-e691339155a2","resolution":{"observed_at":"2026-08-07T15:01:43.359930Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:40.529497Z","title":"Awq: Activation-aware weight quanti- zation for on-device llm compression and acceleration,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:40.529497Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:044eb4886707b7a29578e0fb654c71351c5a7cb1f75cabb59be0029d286b02ae","observation_id":"5f883072-12a2-415f-8c95-5baa58f8aabd","resolution":{"observed_at":"2026-08-07T15:01:40.529497Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:40.587359Z","title":"Llm-pruner: On the structural pruning of large language models,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:40.587359Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:79dd78af461a76c231428a23e82c98c301a4dd9482c6ebe925941c074a42f353","observation_id":"dc43626e-abbd-49e4-a33f-195c5e6c50d9","resolution":{"observed_at":"2026-08-07T15:01:40.587359Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:40.699105Z","title":"Minillm: Knowledge distillation of large language models,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:40.699105Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:2349e31f0ad1d9bf307805367429e0b2fb7145787532a3de27f36ec7347cd8ae","observation_id":"d225d4c1-23cf-498b-a2f0-fe0fffc12d5e","resolution":{"observed_at":"2026-08-07T15:01:40.699105Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:43.157920Z","title":"Melting point: Mobile evaluation of language transformers,","venue":null,"work_id":"74623b83-326a-4eee-9028-177435bb1fad","year":2024},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:40.756529Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:46d1cd540997dcc8f0e78feadcf824285b499f1fa5f58621957df25f2d890c0f","observation_id":"44d0a819-435a-4065-aacb-2e3609e7f157","resolution":{"observed_at":"2026-08-07T15:01:43.194720Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2406.13399","last_updated":"2024-06-19T09:41:37Z","snapshot_observed_at":"2026-07-06T18:33:32.806635Z","submitted_at":"2024-06-19T09:41:37Z","title":"VELO: A Vector Database-Assisted Cloud-Edge Collaborative LLM QoS Optimization Framework","version":1},"cited_work":{"arxiv_id":"2406.13399","doi":null,"metadata_source":"pith","pith_arxiv_id":"2406.13399","snapshot_observed_at":"2026-08-07T15:01:41.827246Z","title":"VELO: A Vector Database-Assisted Cloud-Edge Collaborative LLM QoS Optimization Framework","venue":"cs.AI","work_id":"fc13dafb-251c-4929-905e-c7d9a94f4604","year":2024},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:40.829893Z"},"links":{"cited_paper":"/paper/2406.13399","citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:e357254688bf584480ae32109953034fbede501fc4757fc2bb6fdda90e89a9b6","observation_id":"26c743c4-98f9-406f-9484-9059c121ff0d","resolution":{"observed_at":"2026-08-07T15:01:41.948577Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:40.911238Z","title":"Edgeshard: Efficient llm inference via collaborative edge computing,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:40.911238Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:0ddf1790f7896129369ea68cf9e91e6934f9cc0d1b8de749bb1d96565f82cbbd","observation_id":"78a76bdc-3a8f-47d0-9039-76abd7874aed","resolution":{"observed_at":"2026-08-07T15:01:40.911238Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:43.065998Z","title":"Enabling synergistic knowledge sharing and reasoning in large language models with col- laborative multi-agents,","venue":null,"work_id":"0b8d143f-d299-479b-bb7d-ea04c84579b7","year":2023},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:40.963390Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:012a4d7fff6ecacca7b7aca8c21ba588c57825daa250016187c51bcd0d855067","observation_id":"bb66bad9-2035-4dc7-8fe5-328d9e56b209","resolution":{"observed_at":"2026-08-07T15:01:43.096344Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:42.844886Z","title":"Distributed learning on mobile devices: a new approach to data mining in the internet of things,","venue":null,"work_id":"d5db25fd-97b2-45d6-9ebf-805b14d413d3","year":2020},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:41.226274Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:fae44b172759832a476b1b0350c238cacadca46954d153fbdc3044995b9fc664","observation_id":"527d4977-874e-490c-b066-2b47a0dc0b3a","resolution":{"observed_at":"2026-08-07T15:01:42.960788Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:42.665932Z","title":"Pag-llm: Paraphrase and aggregate with large language models for minimizing intent classification errors,","venue":null,"work_id":"d31148ff-8905-4fc8-883b-81a58365e04f","year":2024},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:41.278277Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:31999d9c51cefe7befe452e9f214fdd914135055650d3bb91e190addecbec72b","observation_id":"87bd2aa3-4356-4fe3-8b1a-b23bc132c356","resolution":{"observed_at":"2026-08-07T15:01:42.780866Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:42.331016Z","title":"Attacking and protecting data privacy in edge–cloud collaborative inference systems,","venue":null,"work_id":"dfd56bbe-c355-4b60-886c-b21d74e731db","year":2020},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:41.347345Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:9e6fa13e1b1d9250f4e768e264ce6794ccc6e79a83ec2ff70dbcc759c219f5fd","observation_id":"66ed925f-1678-4a30-ad50-f4651feab05d","resolution":{"observed_at":"2026-08-07T15:01:42.533720Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2401.08637","last_updated":"2025-04-23T10:44:56Z","snapshot_observed_at":"2026-08-08T15:56:42.169672Z","submitted_at":"2023-12-11T23:30:01Z","title":"Synergy: Towards On-Body AI via Tiny AI Accelerator Collaboration on Wearables","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.08637","snapshot_observed_at":"2026-08-07T15:01:41.437021Z","title":"Collaborative inference via dynamic composition of tiny ai accelerators on mcus,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:41.437021Z"},"links":{"cited_paper":"/paper/2401.08637","citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:028ab923e49deff805f3098d734fbc064347990db7caee24f73463f23a106f16","observation_id":"498b6d1e-3009-490e-a10c-c246c246b718","resolution":{"observed_at":"2026-08-07T15:01:41.437021Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:41.539360Z","title":"Edge intelligence: Paving the last mile of artificial intelligence with edge computing,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:41.539360Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:64718ef877482a70d63ea1a630acf0275f78c502a336e8276b42475b8681e2ab","observation_id":"6cc85c1b-c7eb-4e33-a479-b73420d896a8","resolution":{"observed_at":"2026-08-07T15:01:41.539360Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T15:01:42.102480Z","title":"Efficient contextual llm cascades through budget-constrained policy learning,","venue":null,"work_id":"496364a8-32e0-4eaa-bbcb-f70c309f6cf0","year":2024},"citing_paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI","version":2},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T15:01:41.640851Z"},"links":{"citing_paper":"/paper/2505.16499"},"observation_digest":"sha256:2dd0caaa4bf59dea111fed606cc34612e065f1acd46e18759ce8c5dce7b61abe","observation_id":"e3000669-b290-4194-a0e6-dcdd67ac2599","resolution":{"observed_at":"2026-08-07T15:01:42.226022Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2505.16499","last_updated":"2025-05-29T09:04:02Z","latest_version":2,"primary_category":"cs.DC","snapshot_observed_at":"2026-08-08T02:36:10.218597Z","submitted_at":"2025-05-22T10:34:48Z","title":"Smaller, Smarter, Closer: The Edge of Collaborative Generative AI"},"reference_resolution":{"displayed":20,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":8,"verified_exact":1,"verified_fuzzy":11},"total_outbound_references":20},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"thesis":"As of 10 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2505.16499."}