{"as_of":"2026-08-05T23:54:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:55efa6ea88caa61db9bd28a01ccee59b778758da801b10dda00fe0cf83f5091c","coverage":[{"denominator":0,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":34,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":34,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-05T06:32:48.257954+00:00","state":"measured"},{"denominator":34,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":34,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-05T17:42:57.175316Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":1,"source":"pith","source_observed_at":"2026-08-05T02:28:24.338817Z","state":"measured"}],"external_citation_measurements":[{"count":2,"observed_at":"2026-08-05T02:28:24.338817Z","source":"pith"}],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2504.13074","last_updated":"2025-04-21T10:34:50Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2025-04-17T16:37:27Z","title":"SkyReels-V2: Infinite-length Film Generative Model","version":3},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-05-14T20:23:04.022599Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2504.13074"},"observation_digest":"sha256:5c88a7d6502fd511c991edc74c2b4942f3613f3d18b120561741ed85f2716978","observation_id":"23ff9b97-c615-43f4-97c7-9672e6d21f9e","resolution":{"observed_at":"2026-05-14T20:23:04.175073Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2506.13456","last_updated":"2026-05-13T10:49:00Z","snapshot_observed_at":"2026-07-06T21:42:54.033751Z","submitted_at":"2025-06-16T13:14:58Z","title":"Block-wise Adaptive Caching for Accelerating Diffusion Policy","version":2},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-05-19T09:36:09.790248Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2506.13456"},"observation_digest":"sha256:ac9a1b5d312ca6f1d25cf4b6e25d6eb7348a6fbeeb6fddfb2c090768d20f18a1","observation_id":"5128d671-546f-4ca8-968a-a7093d41c047","resolution":{"observed_at":"2026-05-19T09:37:14.018847Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T17:42:57.175316Z","title":"Timestep embedding tells: It's time to cache for video diffusion model","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2508.16212","last_updated":"2025-08-25T03:07:02Z","snapshot_observed_at":"2026-08-05T17:35:52.891665Z","submitted_at":"2025-08-22T08:36:58Z","title":"OmniCache: A Trajectory-Oriented Global Perspective on Training-Free Cache Reuse for Diffusion Transformer Models","version":2},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-05T17:42:57.175316Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2508.16212"},"observation_digest":"sha256:933be498ca95b9239a069004ad389a73f5620e6bd4aa95c71c65af4a2d93186d","observation_id":"88147c4c-c151-485e-8aa9-0310db47931c","resolution":{"observed_at":"2026-08-05T17:42:57.175316Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-04T11:28:53.808272Z","title":"Timestep Embedding Tells : It 's Time to Cache for Video Diffusion Model","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2510.04646","last_updated":"2026-06-22T07:44:29Z","snapshot_observed_at":"2026-08-04T11:28:50.681386Z","submitted_at":"2025-10-06T09:49:14Z","title":"Predictive Feature Caching for Training-free Acceleration of Molecular Geometry Generation","version":2},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-04T11:28:53.808272Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2510.04646"},"observation_digest":"sha256:d4d1bc6750514e7ddc754149a04050502869c78b1b1a0fc07f2e516633f25526","observation_id":"596a2ecd-0443-4861-b185-fa1035d94e85","resolution":{"observed_at":"2026-08-04T11:28:53.808272Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-04T09:29:18.284363Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2510.15264","last_updated":"2026-05-25T12:48:39Z","snapshot_observed_at":"2026-08-04T09:29:16.602093Z","submitted_at":"2025-10-17T03:00:08Z","title":"DriveGen3D: Boosting Feed-Forward Driving Scene Generation with Efficient Video Diffusion","version":3},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-04T09:29:18.284363Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2510.15264"},"observation_digest":"sha256:05ff18506d19b1c75e04fe3a2041ce24105fc9a778d2f3d5ca40ec387b8afee3","observation_id":"99207b72-0724-4085-8857-5336985bab56","resolution":{"observed_at":"2026-08-04T09:29:18.284363Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-03T22:44:26.672923Z","title":"and Wan, F","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2511.09180","last_updated":"2025-11-12T10:21:25Z","snapshot_observed_at":"2026-08-05T19:59:57.737217Z","submitted_at":"2025-11-12T10:21:25Z","title":"FSampler: Training Free Acceleration of Diffusion Sampling via Epsilon Extrapolation","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-03T22:44:26.672923Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2511.09180"},"observation_digest":"sha256:76049edad51c9c615319af8362a7fcf25abdceacc4d654a5a11a4b7d0b70afcc","observation_id":"cd583a41-a96d-41f9-b6cc-d24ea91d6a8e","resolution":{"observed_at":"2026-08-03T22:44:26.672923Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2602.13357","last_updated":"2026-05-08T01:09:54Z","snapshot_observed_at":"2026-07-06T22:45:49.118915Z","submitted_at":"2026-02-13T08:11:54Z","title":"AdaCorrection: Adaptive Offset Cache Correction for Accurate Diffusion Transformers","version":2},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-05-15T22:55:15.572867Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2602.13357"},"observation_digest":"sha256:879736789cf996c554cdcc70e71c0e287e6a4eb48f4dbe205e65cb5b6f5db552","observation_id":"0ddc2c0c-9ce7-4a16-be34-85ed0b4e524d","resolution":{"observed_at":"2026-05-15T22:56:50.233337Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2602.13669","last_updated":"2026-04-22T07:41:44Z","snapshot_observed_at":"2026-07-06T22:45:53.926021Z","submitted_at":"2026-02-14T08:32:38Z","title":"EchoTorrent: Towards Swift, Sustained, and Streaming Multi-Modal Video Generation","version":5},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-05-15T22:20:16.320171Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2602.13669"},"observation_digest":"sha256:7286e3b7de610de6071baa32041e6d73c6c8c91213b5720dba3332f4f09d21da","observation_id":"aa83b434-9a06-49d1-8ac5-e521094465c5","resolution":{"observed_at":"2026-05-15T22:20:22.287438Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2602.15922","last_updated":"2026-02-17T15:04:02Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2026-02-17T15:04:02Z","title":"World Action Models are Zero-shot Policies","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-05-11T16:18:15.003371Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2602.15922"},"observation_digest":"sha256:b079c67ed7911f48ddc6d47184253c40a52776ec5c4e4a0a7c3839f14a29aa84","observation_id":"0b272dd6-30e5-4b0e-bc5d-a57b64d2d314","resolution":{"observed_at":"2026-05-11T16:18:15.469639Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2603.05811","last_updated":"2026-04-28T22:44:43Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2026-03-06T01:49:47Z","title":"Video Compression Meets Video Generation: Latent Inter-Frame Pruning with Attention Recovery","version":2},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-05-15T16:05:36.307084Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2603.05811"},"observation_digest":"sha256:8ab3d7899b6460e7f23645a62ed31e2550212a82e45445a46319af29af445707","observation_id":"34ad50a2-82bd-4c20-ad16-8b8f12bd337c","resolution":{"observed_at":"2026-05-15T16:06:14.418946Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2604.14561","last_updated":"2026-04-21T03:27:38Z","snapshot_observed_at":"2026-08-01T16:25:53.172850Z","submitted_at":"2026-04-16T02:43:06Z","title":"CoCoDiff: Optimizing Collective Communications for Distributed Diffusion Transformer Inference Under Ulysses Sequence Parallelism","version":2},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-05-10T10:23:19.236803Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2604.14561"},"observation_digest":"sha256:f115e142787bc110058ea924f87a67bfb72c16adfff0809232e687cb9ff47ac3","observation_id":"c7dce964-90d9-418b-ac6d-16c3ef17a8f8","resolution":{"observed_at":"2026-05-10T10:24:20.659062Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2604.16492","last_updated":"2026-04-13T15:44:24Z","snapshot_observed_at":"2026-08-05T06:54:09.031294Z","submitted_at":"2026-04-13T15:44:24Z","title":"LayerCache: Exploiting Layer-wise Velocity Heterogeneity for Efficient Flow Matching Inference","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-05-10T15:15:42.201352Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2604.16492"},"observation_digest":"sha256:91e0921dcefc50a5c7d4dc32f86f17164cfe6d4f4e9b50793dc3a48e7ca4cc65","observation_id":"73f6179f-ca26-4b7f-ab34-2a4b91b57476","resolution":{"observed_at":"2026-05-11T10:56:05.142805Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2604.24447","last_updated":"2026-04-27T13:12:16Z","snapshot_observed_at":"2026-08-02T20:38:02.984524Z","submitted_at":"2026-04-27T13:12:16Z","title":"Characterizing Vision-Language-Action Models across XPUs: Constraints and Acceleration for On-Robot Deployment","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-05-08T03:04:46.460069Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2604.24447"},"observation_digest":"sha256:3b6fce353483364853458fecf29323077996ddb6a22f73dd9845fc57b01b45d5","observation_id":"23c93f6a-761c-45cb-bb48-dc6d9d55f282","resolution":{"observed_at":"2026-05-11T22:16:50.467440Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2605.16649","last_updated":"2026-05-15T21:39:46Z","snapshot_observed_at":"2026-07-06T23:27:48.303599Z","submitted_at":"2026-05-15T21:39:46Z","title":"AtlasVid: Efficient Ultra-High-Resolution Long Video Generation via Decoupled Global-Local Modeling","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-05-20T18:26:57.735246Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2605.16649"},"observation_digest":"sha256:9b8538cf78fddfcb2cc1b0175937e6873b242c33577b128cc92d845dadd4bb32","observation_id":"3aadcf42-6994-41ab-ae46-43d194d47158","resolution":{"observed_at":"2026-05-20T18:28:53.013341Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2605.18346","last_updated":"2026-05-18T12:58:13Z","snapshot_observed_at":"2026-07-06T23:29:14.916114Z","submitted_at":"2026-05-18T12:58:13Z","title":"Focused Forcing: Content-Aware Per-Frame KV Selection for Efficient Autoregressive Video Diffusion","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-05-20T11:19:21.721494Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2605.18346"},"observation_digest":"sha256:80ce591f6986105ce90750f7833011e5f9a0009e110fe93505e6fd5d7a7da646","observation_id":"a5824871-4c89-4655-ba9f-4d591bb00c7a","resolution":{"observed_at":"2026-05-20T11:23:14.168529Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2605.18736","last_updated":"2026-05-20T05:57:50Z","snapshot_observed_at":"2026-08-02T16:03:58.274209Z","submitted_at":"2026-05-18T17:55:39Z","title":"Spectral Progressive Diffusion for Efficient Image and Video Generation","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-05-20T11:07:47.135336Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2605.18736"},"observation_digest":"sha256:83532090f0a1525567938b97c38885765c57a7f40bf62074cbadc81c289c7f7d","observation_id":"1193c6b6-a676-4e3d-aa01-32d9926ae537","resolution":{"observed_at":"2026-05-20T11:08:13.349071Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2605.18736","last_updated":"2026-05-20T05:57:50Z","snapshot_observed_at":"2026-08-02T16:03:58.274209Z","submitted_at":"2026-05-18T17:55:39Z","title":"Spectral Progressive Diffusion for Efficient Image and Video Generation","version":2},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-05-21T07:52:07.409740Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2605.18736"},"observation_digest":"sha256:8fc059282ac12bf10c3fd5183e064a9064035a7c5c9ec475a9a5f447f4e7bbdb","observation_id":"f2fe85cf-9e4a-483a-8c78-af1a6b3fd9bd","resolution":{"observed_at":"2026-05-21T07:54:02.712237Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2605.21042","last_updated":"2026-05-20T11:24:02Z","snapshot_observed_at":"2026-07-06T23:31:32.577242Z","submitted_at":"2026-05-20T11:24:02Z","title":"Dynamic Video Generation: Shaping Video Generation Across Time and Space","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-05-21T05:42:41.925474Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2605.21042"},"observation_digest":"sha256:65f9815493b16a0a237cb994c813996f9011c70d754721b6ade70fd9711a38e0","observation_id":"94ea5273-b1cc-4a6d-9e9a-8d1252fcc66d","resolution":{"observed_at":"2026-05-21T05:43:58.810613Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2605.26632","last_updated":"2026-06-01T03:03:29Z","snapshot_observed_at":"2026-07-06T23:36:29.930024Z","submitted_at":"2026-05-26T07:09:49Z","title":"RT-Lynx: Putting the GEMM Sparsity In a Right Way for Diffusion Models","version":2},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-06-29T19:40:42.033793Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2605.26632"},"observation_digest":"sha256:771ab3841fe4ad62662949bb5c8bc6cc74019b41b072ab2d3a8acf2bfc6d94dc","observation_id":"6c723690-45c4-4979-a3ed-a63dc9f0d2ab","resolution":{"observed_at":"2026-06-29T19:43:54.744249Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2605.31158","last_updated":"2026-06-18T05:06:04Z","snapshot_observed_at":"2026-07-06T23:40:22.583302Z","submitted_at":"2026-05-29T11:06:03Z","title":"Light Interaction: Training-Free Inference Acceleration for Interactive Video World Models","version":3},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-06-28T22:43:32.749425Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2605.31158"},"observation_digest":"sha256:a598e8ca88b409b99bec9e999bdf9026c0e67752e1bec469fc7e6d1b3deb0afc","observation_id":"f0cb74a3-f572-4ff2-a896-8913fec8aa24","resolution":{"observed_at":"2026-07-01T19:26:00.128745Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2606.02586","last_updated":"2026-05-11T16:42:10Z","snapshot_observed_at":"2026-08-05T10:31:48.098328Z","submitted_at":"2026-05-11T16:42:10Z","title":"Fewer, Better Frames: A Compute-Normalized Proof of Concept for Coherence-First World-Model Rendering with Model-Guided FSR4 Frame Generation","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-06-30T22:23:32.586583Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2606.02586"},"observation_digest":"sha256:66ee8d845397be622016fdff7d410b15edab27b0441988059736bb64dfc1939e","observation_id":"da5311e7-4d0e-45cd-a281-d8e4310f9915","resolution":{"observed_at":"2026-06-30T22:25:06.899597Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2606.08737","last_updated":"2026-06-07T17:18:23Z","snapshot_observed_at":"2026-08-05T06:09:09.261687Z","submitted_at":"2026-06-07T17:18:23Z","title":"Dream-Tac: A Unified Tactile World Action Model for Contact-Rich Robot Manipulation","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-06-27T18:17:06.288698Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2606.08737"},"observation_digest":"sha256:a74f00e8138847924ffe9a805d9e5b1ff0520e1bbacc0fe480790f0c8bee55a6","observation_id":"677d0f7e-6ce2-4926-84f0-a23980fc6713","resolution":{"observed_at":"2026-07-02T23:27:26.788785Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2606.12280","last_updated":"2026-06-10T16:19:49Z","snapshot_observed_at":"2026-07-06T23:51:13.191639Z","submitted_at":"2026-06-10T16:19:49Z","title":"Holding the FP8 Quality Ceiling at 8-Bit Weights and Activations: INT8 and GGUF Post-Training Quantization of Ideogram 4.0 for Consumer GPUs","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-06-27T10:05:40.235610Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2606.12280"},"observation_digest":"sha256:ad590380d53a0237aed77432d98459cba43a5f06868635da1751ad6e6c50bf19","observation_id":"420336ef-e186-4a1b-93ab-92ec8e0f8e6e","resolution":{"observed_at":"2026-07-03T10:17:58.014988Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2606.20295","last_updated":"2026-07-24T07:54:17Z","snapshot_observed_at":"2026-08-02T10:48:55.986116Z","submitted_at":"2026-06-18T14:33:09Z","title":"Token-Operations-Oriented Inference Optimization Techniques for Large Models","version":1},"reference_index":70,"source":"pdf_text","source_observed_at":"2026-06-26T16:15:22.543601Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2606.20295"},"observation_digest":"sha256:18c342f357e7e3379ea740ba334da0ea61f2c3f2f34dce394829f841548bb5af","observation_id":"23a8b186-74c6-4cfb-b00d-d4be89084a78","resolution":{"observed_at":"2026-07-04T05:09:36.661609Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-02T10:49:05.219314Z","title":"Timestep Embedding Tells: It’s Time to Cache for Video Diffusion Model","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.20295","last_updated":"2026-07-24T07:54:17Z","snapshot_observed_at":"2026-08-02T10:48:55.986116Z","submitted_at":"2026-06-18T14:33:09Z","title":"Token-Operations-Oriented Inference Optimization Techniques for Large Models","version":2},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-02T10:49:05.219314Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2606.20295"},"observation_digest":"sha256:5369d21e8b266a280189b4384d0569e0fa0be902817a885bc88e30c8e8a5dbac","observation_id":"9ab818e2-6e84-40f3-9a27-5b79999ae9de","resolution":{"observed_at":"2026-08-02T10:49:05.219314Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2606.23743","last_updated":"2026-06-24T14:59:15Z","snapshot_observed_at":"2026-07-06T23:58:25.400508Z","submitted_at":"2026-06-21T17:23:20Z","title":"Sol Video Inference Engine: Agent-Native Full-Stack Acceleration Framework for Efficient Video Generation","version":2},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-06-26T11:05:44.972128Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2606.23743"},"observation_digest":"sha256:ab9557a28e2ecbeb7f0f358534e1388cd250cbe882ef64edbceb3e6a8ce77abb","observation_id":"0ca74a97-562f-4df5-9db9-b55da7dd1a56","resolution":{"observed_at":"2026-07-04T08:49:41.599222Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2606.31026","last_updated":"2026-06-30T01:46:54Z","snapshot_observed_at":"2026-08-03T00:20:08.577196Z","submitted_at":"2026-06-30T01:46:54Z","title":"OTCache: Optimal Transport for Geometry-Aware Caching in Diffusion Models","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-07-01T06:21:22.905093Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2606.31026"},"observation_digest":"sha256:30ce9eedb595af968c04627478cad86c888e4c7f9d8671c4943da3799163c56a","observation_id":"300fca46-9e07-43c6-9023-f235cc07afd3","resolution":{"observed_at":"2026-07-01T06:25:26.872128Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":"2411.19108","doi":"10.48550/arxiv.2411.19108","metadata_source":"pith","pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":"cs.CV","work_id":"3d6d4009-b992-41c1-8b64-b71296d4ebde","year":2024},"citing_paper":{"arxiv_id":"2607.06631","last_updated":"2026-07-07T13:14:33Z","snapshot_observed_at":"2026-08-04T18:37:38.924902Z","submitted_at":"2026-07-07T13:14:33Z","title":"Dynamic-in-Few-Step: Unifying Dynamic Computation and Few-Step Distillation for Efficient Video Generation","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-07-11T00:59:42.327170Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2607.06631"},"observation_digest":"sha256:f778ea47ffd0989a1a13700163fa63e17a2edcb3181bfecd28037c80ef4d2846","observation_id":"a3120385-6d3b-49f7-9644-9cd9fb06c511","resolution":{"observed_at":"2026-07-11T01:07:45.288467Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-07-14T06:49:04.349040Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.11136","last_updated":"2026-07-13T06:12:41Z","snapshot_observed_at":"2026-08-02T20:44:01.311010Z","submitted_at":"2026-07-13T06:12:41Z","title":"Xema: Efficient Diffusion Serving through Fine-Grained Memory Management and Auto-Configuration","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-07-14T06:49:04.349040Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2607.11136"},"observation_digest":"sha256:64d767e78b1997788deb734537960469797fb874a269a1a29bf43ce2608a06a2","observation_id":"f425a1f5-fdf3-410c-8feb-a0ac9bdfc956","resolution":{"observed_at":"2026-07-14T06:49:04.349040Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-02T03:51:47.570733Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.13770","last_updated":"2026-07-15T12:31:19Z","snapshot_observed_at":"2026-08-04T07:14:56.560936Z","submitted_at":"2026-07-15T12:31:19Z","title":"Kaleido: Algorithm-Hardware Co-Design for Video Diffusion Transformers by Exploiting Latent Space Correlations","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-02T03:51:47.570733Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2607.13770"},"observation_digest":"sha256:687a958ef25684decb2dd133a96f5698061e2d5987c2e88401e083f95cb8f0e9","observation_id":"54f1dcd7-6302-4b01-b054-f79e9c877697","resolution":{"observed_at":"2026-08-02T03:51:47.570733Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-01T22:45:26.485433Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.15650","last_updated":"2026-07-17T05:56:42Z","snapshot_observed_at":"2026-08-01T22:45:24.072338Z","submitted_at":"2026-07-17T05:56:42Z","title":"DiTango: Cost-Effective Parallel Diffusion Generation with Selective Attention State Reuse","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-01T22:45:26.485433Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2607.15650"},"observation_digest":"sha256:f8fc507d9e5ecb3131526856a1a9093fb7dad4e67f04356e1052304f069fa296","observation_id":"65fd817b-e886-4c5e-947a-82f23374cf2c","resolution":{"observed_at":"2026-08-01T22:45:26.485433Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-08-01T03:30:24.903157Z","title":"Timestep embedding tells: It’s time to cache for video diffusion model","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.23159","last_updated":"2026-07-30T17:05:25Z","snapshot_observed_at":"2026-08-03T00:00:18.111734Z","submitted_at":"2026-07-25T11:30:59Z","title":"CachedSearch: Training-Free Cached Exploration for Test-Time Search in Video Diffusion","version":2},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-01T03:30:24.903157Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2607.23159"},"observation_digest":"sha256:9ce5d072a2cc46db5589d2cf8570a99035a80e8ff4474d83e8380a9d759d95c1","observation_id":"d04fc2e6-1b1e-4271-83d8-c7f9953015dc","resolution":{"observed_at":"2026-08-01T03:30:24.903157Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-07-30T10:48:14.729096Z","title":"Timestep embedding tells: It's time to cache for video diffusion model, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.23844","last_updated":"2026-07-26T21:14:48Z","snapshot_observed_at":"2026-08-03T13:14:47.320042Z","submitted_at":"2026-07-26T21:14:48Z","title":"OmniCache: Multidimensional Hierarchical Feature Caching For Diffusion Models","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-07-30T10:48:14.729096Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2607.23844"},"observation_digest":"sha256:186487448489bda2739c0c3e34669c20c57063de996679129360accb7aff8b0d","observation_id":"5e9351c1-0cf5-4daa-a4cf-08e24974e79b","resolution":{"observed_at":"2026-07-30T10:48:14.729096Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2411.19108","snapshot_observed_at":"2026-07-31T17:08:12.727266Z","title":"arXiv preprint arXiv:2411.19108 , year=","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.24359","last_updated":"2026-07-27T12:35:32Z","snapshot_observed_at":"2026-08-04T19:58:13.639778Z","submitted_at":"2026-07-27T12:35:32Z","title":"TaoMate: Anchor-Guided Memory Bridging Evolving and Reference States for Real-Time Audio-Video Digital Human Generation","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-07-31T17:08:12.727266Z"},"links":{"cited_paper":"/paper/2411.19108","citing_paper":"/paper/2607.24359"},"observation_digest":"sha256:39b64dce2c6037e9376348ae3fdcbbcf35592c68888b3457fa5724bd4a28a228","observation_id":"3c797104-23ac-4f2d-8747-6bb3179068d2","resolution":{"observed_at":"2026-07-31T17:08:12.727266Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2411.19108/citation-record","integrity":"/paper/2411.19108/integrity","json":"/paper/2411.19108/citation-record.json","paper":"/paper/2411.19108"},"outbound":[],"paper":{"arxiv_id":"2411.19108","last_updated":"2025-03-18T04:49:23Z","latest_version":2,"primary_category":"cs.CV","snapshot_observed_at":"2026-07-06T19:58:31.184255Z","submitted_at":"2024-11-28T12:50:05Z","title":"Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model"},"reference_resolution":{"displayed":0,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":0,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":0},"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":"2026-08-05T06:32:48.257954+00:00","source":"crossref"},{"observed_at":"2026-08-05T06:32:44.755628+00:00","source":"retraction_watch"}],"thesis":"As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 34 inbound Pith citation observations for arXiv:2411.19108."}