{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:VQ5DSTYEOOFXYRZDIM2SPRKCJO","short_pith_number":"pith:VQ5DSTYE","canonical_record":{"source":{"id":"2212.05973","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-12-12T15:29:46Z","cross_cats_sorted":[],"title_canon_sha256":"0d8879796a2a3a3b0794196d272f0a47a92dc82faa190aa38d4bf3daa83b2ddc","abstract_canon_sha256":"72bfae3c93261ab3ec46b40524d8aaf792a8320f281801442ecf538ff87b8b5f"},"schema_version":"1.0"},"canonical_sha256":"ac3a394f04738b7c4723433527c5424b83103af2c26a08cd2891cd756d765f98","source":{"kind":"arxiv","id":"2212.05973","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2212.05973","created_at":"2026-07-05T05:54:56Z"},{"alias_kind":"arxiv_version","alias_value":"2212.05973v2","created_at":"2026-07-05T05:54:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2212.05973","created_at":"2026-07-05T05:54:56Z"},{"alias_kind":"pith_short_12","alias_value":"VQ5DSTYEOOFX","created_at":"2026-07-05T05:54:56Z"},{"alias_kind":"pith_short_16","alias_value":"VQ5DSTYEOOFXYRZD","created_at":"2026-07-05T05:54:56Z"},{"alias_kind":"pith_short_8","alias_value":"VQ5DSTYE","created_at":"2026-07-05T05:54:56Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:VQ5DSTYEOOFXYRZDIM2SPRKCJO","target":"record","payload":{"canonical_record":{"source":{"id":"2212.05973","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-12-12T15:29:46Z","cross_cats_sorted":[],"title_canon_sha256":"0d8879796a2a3a3b0794196d272f0a47a92dc82faa190aa38d4bf3daa83b2ddc","abstract_canon_sha256":"72bfae3c93261ab3ec46b40524d8aaf792a8320f281801442ecf538ff87b8b5f"},"schema_version":"1.0"},"canonical_sha256":"ac3a394f04738b7c4723433527c5424b83103af2c26a08cd2891cd756d765f98","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:54:56.434142Z","signature_b64":"ZUiocw3/AGMJaYbvZdfgBkp0X8rmKTXxmf+zCqZBNmlOkBRzvDYKt5eJg2Wd8OarmwkJZTL03o7j6B27PoeSAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ac3a394f04738b7c4723433527c5424b83103af2c26a08cd2891cd756d765f98","last_reissued_at":"2026-07-05T05:54:56.433678Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:54:56.433678Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2212.05973","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T05:54:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"5rgsqSR20lyueA9kBn4gKJH1i1fsIxUqH7kg595BOoKha6H0+rFQJOZMPKbEJ9NMPH1FFThiAtuZVbUpacQbDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T20:45:44.168395Z"},"content_sha256":"522bfb636e3b0f5c91e24b2a12cd5da6b2796efea4b446e56fa430a0710c0774","schema_version":"1.0","event_id":"sha256:522bfb636e3b0f5c91e24b2a12cd5da6b2796efea4b446e56fa430a0710c0774"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:VQ5DSTYEOOFXYRZDIM2SPRKCJO","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Towards Practical Plug-and-Play Diffusion Models","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Hyojun Go, Hyun Seung Lee, Jin-Young Kim, Myeongho Jeong, Seunghyun Lee, Seungtaek Choi, Yunsung Lee","submitted_at":"2022-12-12T15:29:46Z","abstract_excerpt":"Diffusion-based generative models have achieved remarkable success in image generation. Their guidance formulation allows an external model to plug-and-play control the generation process for various tasks without finetuning the diffusion model. However, the direct use of publicly available off-the-shelf models for guidance fails due to their poor performance on noisy inputs. For that, the existing practice is to fine-tune the guidance models with labeled data corrupted with noises. In this paper, we argue that this practice has limitations in two aspects: (1) performing on inputs with extreme"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2212.05973","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2212.05973/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":"2026-07-05T05:54:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"QLaZG9M0SKyw3E59EyxzbXt6daMi/w21/xD/7sRZovJsp7uSd43NGekYfe4mi7eHvAD3doOnqssJQf/4pXyZBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T20:45:44.168775Z"},"content_sha256":"5ceed6ade631011c663ebdc0ad5f0f5b12032f30c615104b3ee012ab6ab47eaa","schema_version":"1.0","event_id":"sha256:5ceed6ade631011c663ebdc0ad5f0f5b12032f30c615104b3ee012ab6ab47eaa"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VQ5DSTYEOOFXYRZDIM2SPRKCJO/bundle.json","state_url":"https://pith.science/pith/VQ5DSTYEOOFXYRZDIM2SPRKCJO/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VQ5DSTYEOOFXYRZDIM2SPRKCJO/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":"2026-07-06T20:45:44Z","links":{"resolver":"https://pith.science/pith/VQ5DSTYEOOFXYRZDIM2SPRKCJO","bundle":"https://pith.science/pith/VQ5DSTYEOOFXYRZDIM2SPRKCJO/bundle.json","state":"https://pith.science/pith/VQ5DSTYEOOFXYRZDIM2SPRKCJO/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VQ5DSTYEOOFXYRZDIM2SPRKCJO/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:VQ5DSTYEOOFXYRZDIM2SPRKCJO","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":"72bfae3c93261ab3ec46b40524d8aaf792a8320f281801442ecf538ff87b8b5f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-12-12T15:29:46Z","title_canon_sha256":"0d8879796a2a3a3b0794196d272f0a47a92dc82faa190aa38d4bf3daa83b2ddc"},"schema_version":"1.0","source":{"id":"2212.05973","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2212.05973","created_at":"2026-07-05T05:54:56Z"},{"alias_kind":"arxiv_version","alias_value":"2212.05973v2","created_at":"2026-07-05T05:54:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2212.05973","created_at":"2026-07-05T05:54:56Z"},{"alias_kind":"pith_short_12","alias_value":"VQ5DSTYEOOFX","created_at":"2026-07-05T05:54:56Z"},{"alias_kind":"pith_short_16","alias_value":"VQ5DSTYEOOFXYRZD","created_at":"2026-07-05T05:54:56Z"},{"alias_kind":"pith_short_8","alias_value":"VQ5DSTYE","created_at":"2026-07-05T05:54:56Z"}],"graph_snapshots":[{"event_id":"sha256:5ceed6ade631011c663ebdc0ad5f0f5b12032f30c615104b3ee012ab6ab47eaa","target":"graph","created_at":"2026-07-05T05:54:56Z","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/2212.05973/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Diffusion-based generative models have achieved remarkable success in image generation. Their guidance formulation allows an external model to plug-and-play control the generation process for various tasks without finetuning the diffusion model. However, the direct use of publicly available off-the-shelf models for guidance fails due to their poor performance on noisy inputs. For that, the existing practice is to fine-tune the guidance models with labeled data corrupted with noises. In this paper, we argue that this practice has limitations in two aspects: (1) performing on inputs with extreme","authors_text":"Hyojun Go, Hyun Seung Lee, Jin-Young Kim, Myeongho Jeong, Seunghyun Lee, Seungtaek Choi, Yunsung Lee","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-12-12T15:29:46Z","title":"Towards Practical Plug-and-Play Diffusion Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2212.05973","kind":"arxiv","version":2},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:522bfb636e3b0f5c91e24b2a12cd5da6b2796efea4b446e56fa430a0710c0774","target":"record","created_at":"2026-07-05T05:54:56Z","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":"72bfae3c93261ab3ec46b40524d8aaf792a8320f281801442ecf538ff87b8b5f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-12-12T15:29:46Z","title_canon_sha256":"0d8879796a2a3a3b0794196d272f0a47a92dc82faa190aa38d4bf3daa83b2ddc"},"schema_version":"1.0","source":{"id":"2212.05973","kind":"arxiv","version":2}},"canonical_sha256":"ac3a394f04738b7c4723433527c5424b83103af2c26a08cd2891cd756d765f98","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ac3a394f04738b7c4723433527c5424b83103af2c26a08cd2891cd756d765f98","first_computed_at":"2026-07-05T05:54:56.433678Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:54:56.433678Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZUiocw3/AGMJaYbvZdfgBkp0X8rmKTXxmf+zCqZBNmlOkBRzvDYKt5eJg2Wd8OarmwkJZTL03o7j6B27PoeSAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T05:54:56.434142Z","signed_message":"canonical_sha256_bytes"},"source_id":"2212.05973","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:522bfb636e3b0f5c91e24b2a12cd5da6b2796efea4b446e56fa430a0710c0774","sha256:5ceed6ade631011c663ebdc0ad5f0f5b12032f30c615104b3ee012ab6ab47eaa"],"state_sha256":"20cbcdbee70bf5a28a71fa569438dbcf44fca3e29eeded7606783f1cb786567c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tsXdTw1SHoKsTUeRK6QW35o6Y6D8AfmgaeCDDoriI71iY787n9BeZM1saCNRyIxO6nY4qSZ3VIIKHmTUZY2wBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T20:45:44.170812Z","bundle_sha256":"18fd2e02599dc8013f35037428e8b222dfaa66b30155d0f47e69e700a6ae63f8"}}