{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:WZSLM6H3UKENTD7ZMXXITQ6Y2B","short_pith_number":"pith:WZSLM6H3","canonical_record":{"source":{"id":"2412.03756","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-04T22:49:40Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"0cdf9ade93eaa1456e2c8cdd9338675efcfbaa8e4baacb5f15ef0d7817a72d70","abstract_canon_sha256":"25ab66640ff082a3cc54ef1565d494032dbb1e433997a1bfa83e156b0afb325b"},"schema_version":"1.0"},"canonical_sha256":"b664b678fba288d98ff965ee89c3d8d0501781ba4a84aa722d8ae8a488637cb8","source":{"kind":"arxiv","id":"2412.03756","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.03756","created_at":"2026-07-05T09:44:40Z"},{"alias_kind":"arxiv_version","alias_value":"2412.03756v1","created_at":"2026-07-05T09:44:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.03756","created_at":"2026-07-05T09:44:40Z"},{"alias_kind":"pith_short_12","alias_value":"WZSLM6H3UKEN","created_at":"2026-07-05T09:44:40Z"},{"alias_kind":"pith_short_16","alias_value":"WZSLM6H3UKENTD7Z","created_at":"2026-07-05T09:44:40Z"},{"alias_kind":"pith_short_8","alias_value":"WZSLM6H3","created_at":"2026-07-05T09:44:40Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:WZSLM6H3UKENTD7ZMXXITQ6Y2B","target":"record","payload":{"canonical_record":{"source":{"id":"2412.03756","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-04T22:49:40Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"0cdf9ade93eaa1456e2c8cdd9338675efcfbaa8e4baacb5f15ef0d7817a72d70","abstract_canon_sha256":"25ab66640ff082a3cc54ef1565d494032dbb1e433997a1bfa83e156b0afb325b"},"schema_version":"1.0"},"canonical_sha256":"b664b678fba288d98ff965ee89c3d8d0501781ba4a84aa722d8ae8a488637cb8","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:44:40.920970Z","signature_b64":"acC+Q7N0291Hr8C9bfXK3d9bmfpswYG2/PGkddN9u7puEqoSGOJbaQuJknofVf4gq+4SQyBuoUTFspFzdWTDAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"b664b678fba288d98ff965ee89c3d8d0501781ba4a84aa722d8ae8a488637cb8","last_reissued_at":"2026-07-05T09:44:40.920522Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:44:40.920522Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.03756","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":"2026-07-05T09:44:40Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0uehHk2qZb+AZBIfwdXrresew9/BfdtdnPv6+AADnRV4KeRTTHDAXVz1l901M1rWND2TbUG4oZWF+6eCD4IKAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T00:58:37.723152Z"},"content_sha256":"d655c989dee4153f3c54aaf69fd9eb1fc745507a428577a076a297b5b6a0d2e4","schema_version":"1.0","event_id":"sha256:d655c989dee4153f3c54aaf69fd9eb1fc745507a428577a076a297b5b6a0d2e4"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:WZSLM6H3UKENTD7ZMXXITQ6Y2B","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Multi-view Image Diffusion via Coordinate Noise and Fourier Attention","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CV","authors_text":"Aayush Prakash, Daeil Kim, Justin Theiss, Norman M\\\"uller","submitted_at":"2024-12-04T22:49:40Z","abstract_excerpt":"Recently, text-to-image generation with diffusion models has made significant advancements in both higher fidelity and generalization capabilities compared to previous baselines. However, generating holistic multi-view consistent images from prompts still remains an important and challenging task. To address this challenge, we propose a diffusion process that attends to time-dependent spatial frequencies of features with a novel attention mechanism as well as novel noise initialization technique and cross-attention loss. This Fourier-based attention block focuses on features from non-overlappi"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.03756","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/2412.03756/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":"2026-07-05T09:44:40Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CyzPC1LXYx/lERSQd1quTYrFseuhQeE+o8gHumArypORFL6JfN/2QC3FILxlAs9lgtCy6pM6DAZ5CytHAV/dCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T00:58:37.724059Z"},"content_sha256":"796f911d05d7d944a4b99f0211decba95c2f344fc39fabf0157fc472dafb89d8","schema_version":"1.0","event_id":"sha256:796f911d05d7d944a4b99f0211decba95c2f344fc39fabf0157fc472dafb89d8"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/WZSLM6H3UKENTD7ZMXXITQ6Y2B/bundle.json","state_url":"https://pith.science/pith/WZSLM6H3UKENTD7ZMXXITQ6Y2B/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/WZSLM6H3UKENTD7ZMXXITQ6Y2B/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":"2026-08-14T00:58:37Z","links":{"resolver":"https://pith.science/pith/WZSLM6H3UKENTD7ZMXXITQ6Y2B","bundle":"https://pith.science/pith/WZSLM6H3UKENTD7ZMXXITQ6Y2B/bundle.json","state":"https://pith.science/pith/WZSLM6H3UKENTD7ZMXXITQ6Y2B/state.json","well_known_bundle":"https://pith.science/.well-known/pith/WZSLM6H3UKENTD7ZMXXITQ6Y2B/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:WZSLM6H3UKENTD7ZMXXITQ6Y2B","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":"25ab66640ff082a3cc54ef1565d494032dbb1e433997a1bfa83e156b0afb325b","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-04T22:49:40Z","title_canon_sha256":"0cdf9ade93eaa1456e2c8cdd9338675efcfbaa8e4baacb5f15ef0d7817a72d70"},"schema_version":"1.0","source":{"id":"2412.03756","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.03756","created_at":"2026-07-05T09:44:40Z"},{"alias_kind":"arxiv_version","alias_value":"2412.03756v1","created_at":"2026-07-05T09:44:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.03756","created_at":"2026-07-05T09:44:40Z"},{"alias_kind":"pith_short_12","alias_value":"WZSLM6H3UKEN","created_at":"2026-07-05T09:44:40Z"},{"alias_kind":"pith_short_16","alias_value":"WZSLM6H3UKENTD7Z","created_at":"2026-07-05T09:44:40Z"},{"alias_kind":"pith_short_8","alias_value":"WZSLM6H3","created_at":"2026-07-05T09:44:40Z"}],"graph_snapshots":[{"event_id":"sha256:796f911d05d7d944a4b99f0211decba95c2f344fc39fabf0157fc472dafb89d8","target":"graph","created_at":"2026-07-05T09:44:40Z","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/2412.03756/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recently, text-to-image generation with diffusion models has made significant advancements in both higher fidelity and generalization capabilities compared to previous baselines. However, generating holistic multi-view consistent images from prompts still remains an important and challenging task. To address this challenge, we propose a diffusion process that attends to time-dependent spatial frequencies of features with a novel attention mechanism as well as novel noise initialization technique and cross-attention loss. This Fourier-based attention block focuses on features from non-overlappi","authors_text":"Aayush Prakash, Daeil Kim, Justin Theiss, Norman M\\\"uller","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-04T22:49:40Z","title":"Multi-view Image Diffusion via Coordinate Noise and Fourier Attention"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.03756","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:d655c989dee4153f3c54aaf69fd9eb1fc745507a428577a076a297b5b6a0d2e4","target":"record","created_at":"2026-07-05T09:44:40Z","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":"25ab66640ff082a3cc54ef1565d494032dbb1e433997a1bfa83e156b0afb325b","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-04T22:49:40Z","title_canon_sha256":"0cdf9ade93eaa1456e2c8cdd9338675efcfbaa8e4baacb5f15ef0d7817a72d70"},"schema_version":"1.0","source":{"id":"2412.03756","kind":"arxiv","version":1}},"canonical_sha256":"b664b678fba288d98ff965ee89c3d8d0501781ba4a84aa722d8ae8a488637cb8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b664b678fba288d98ff965ee89c3d8d0501781ba4a84aa722d8ae8a488637cb8","first_computed_at":"2026-07-05T09:44:40.920522Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:44:40.920522Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"acC+Q7N0291Hr8C9bfXK3d9bmfpswYG2/PGkddN9u7puEqoSGOJbaQuJknofVf4gq+4SQyBuoUTFspFzdWTDAA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:44:40.920970Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.03756","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d655c989dee4153f3c54aaf69fd9eb1fc745507a428577a076a297b5b6a0d2e4","sha256:796f911d05d7d944a4b99f0211decba95c2f344fc39fabf0157fc472dafb89d8"],"state_sha256":"f17a3fba2cb36d2a1a8f040514cbe8db66e6f4906cb2c70da04c33a0e0c73cb3"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"JEZdRlIlsmyXRVuMOVfdrFBfnUkCZ+BMUe+zaiNHxLfNxMWO4ayDzGQ9sSVhiBTqkhklDuBMWTbGyVGQdv9tCw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-14T00:58:37.739727Z","bundle_sha256":"68deea305ef874a8a783eb06ee78bb7003523593dfa0140028bb29f266d794ba"}}