{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:LSQACWDV2GKOJMDJFEVYDXLQ5V","short_pith_number":"pith:LSQACWDV","canonical_record":{"source":{"id":"2410.15199","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2024-10-19T20:11:11Z","cross_cats_sorted":["cs.GR"],"title_canon_sha256":"b7b9baafbea4ee1f7f244124a823165bbc1dd6874fc446c4f3eba6ca7b735df6","abstract_canon_sha256":"d7cb982aebb3159a722394fb1ff2444cebd2d9c76ff40028b8e051de2304dab2"},"schema_version":"1.0"},"canonical_sha256":"5ca0015875d194e4b069292b81dd70ed6040cb72fdc975c373c6aa37ef889059","source":{"kind":"arxiv","id":"2410.15199","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.15199","created_at":"2026-07-05T09:22:51Z"},{"alias_kind":"arxiv_version","alias_value":"2410.15199v1","created_at":"2026-07-05T09:22:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.15199","created_at":"2026-07-05T09:22:51Z"},{"alias_kind":"pith_short_12","alias_value":"LSQACWDV2GKO","created_at":"2026-07-05T09:22:51Z"},{"alias_kind":"pith_short_16","alias_value":"LSQACWDV2GKOJMDJ","created_at":"2026-07-05T09:22:51Z"},{"alias_kind":"pith_short_8","alias_value":"LSQACWDV","created_at":"2026-07-05T09:22:51Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:LSQACWDV2GKOJMDJFEVYDXLQ5V","target":"record","payload":{"canonical_record":{"source":{"id":"2410.15199","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2024-10-19T20:11:11Z","cross_cats_sorted":["cs.GR"],"title_canon_sha256":"b7b9baafbea4ee1f7f244124a823165bbc1dd6874fc446c4f3eba6ca7b735df6","abstract_canon_sha256":"d7cb982aebb3159a722394fb1ff2444cebd2d9c76ff40028b8e051de2304dab2"},"schema_version":"1.0"},"canonical_sha256":"5ca0015875d194e4b069292b81dd70ed6040cb72fdc975c373c6aa37ef889059","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:22:51.650564Z","signature_b64":"2JCFnGmjv8wjmoVkmctdaZ/0y35HETFQuPnLe9j0gLdLZ2sYkF3LzouHDePTYyvNcroi5hLiJH9cYZE0VSZLBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5ca0015875d194e4b069292b81dd70ed6040cb72fdc975c373c6aa37ef889059","last_reissued_at":"2026-07-05T09:22:51.650084Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:22:51.650084Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.15199","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":"2026-07-05T09:22:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"aHHZpqCAafK6wtDti+J+vttmz6ex5aUXqpFiRJVQKoztRsYS6sjckQMdQHGMRpQCzTwBzC+CFESzhoXxlMuqCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T15:51:26.179576Z"},"content_sha256":"80104386ce66c5bec06fb65d122aba26b8b048db170094e244614491d0a06b56","schema_version":"1.0","event_id":"sha256:80104386ce66c5bec06fb65d122aba26b8b048db170094e244614491d0a06b56"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:LSQACWDV2GKOJMDJFEVYDXLQ5V","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"CLIPtortionist: Zero-shot Text-driven Deformation for Manufactured 3D Shapes","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.GR"],"primary_cat":"cs.CV","authors_text":"Daniel Ritchie, Srinath Sridhar, Xianghao Xu","submitted_at":"2024-10-19T20:11:11Z","abstract_excerpt":"We propose a zero-shot text-driven 3D shape deformation system that deforms an input 3D mesh of a manufactured object to fit an input text description. To do this, our system optimizes the parameters of a deformation model to maximize an objective function based on the widely used pre-trained vision language model CLIP. We find that CLIP-based objective functions exhibit many spurious local optima; to circumvent them, we parameterize deformations using a novel deformation model called BoxDefGraph which our system automatically computes from an input mesh, the BoxDefGraph is designed to capture"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.15199","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/2410.15199/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":"2026-07-05T09:22:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"UJTwfRg22pjnG9ffcizjgCJ1E++ITQpZIVWylEHpvFwZlih1+1X1UwcupkLVSUWokLChXXjqNphr0M2W4kNEAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T15:51:26.179913Z"},"content_sha256":"0b053d29b178171f02f353ebefcaa120b9d36248a0439470826ba6cbc9570cc5","schema_version":"1.0","event_id":"sha256:0b053d29b178171f02f353ebefcaa120b9d36248a0439470826ba6cbc9570cc5"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/LSQACWDV2GKOJMDJFEVYDXLQ5V/bundle.json","state_url":"https://pith.science/pith/LSQACWDV2GKOJMDJFEVYDXLQ5V/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/LSQACWDV2GKOJMDJFEVYDXLQ5V/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":"2026-08-06T15:51:26Z","links":{"resolver":"https://pith.science/pith/LSQACWDV2GKOJMDJFEVYDXLQ5V","bundle":"https://pith.science/pith/LSQACWDV2GKOJMDJFEVYDXLQ5V/bundle.json","state":"https://pith.science/pith/LSQACWDV2GKOJMDJFEVYDXLQ5V/state.json","well_known_bundle":"https://pith.science/.well-known/pith/LSQACWDV2GKOJMDJFEVYDXLQ5V/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:LSQACWDV2GKOJMDJFEVYDXLQ5V","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":"d7cb982aebb3159a722394fb1ff2444cebd2d9c76ff40028b8e051de2304dab2","cross_cats_sorted":["cs.GR"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2024-10-19T20:11:11Z","title_canon_sha256":"b7b9baafbea4ee1f7f244124a823165bbc1dd6874fc446c4f3eba6ca7b735df6"},"schema_version":"1.0","source":{"id":"2410.15199","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.15199","created_at":"2026-07-05T09:22:51Z"},{"alias_kind":"arxiv_version","alias_value":"2410.15199v1","created_at":"2026-07-05T09:22:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.15199","created_at":"2026-07-05T09:22:51Z"},{"alias_kind":"pith_short_12","alias_value":"LSQACWDV2GKO","created_at":"2026-07-05T09:22:51Z"},{"alias_kind":"pith_short_16","alias_value":"LSQACWDV2GKOJMDJ","created_at":"2026-07-05T09:22:51Z"},{"alias_kind":"pith_short_8","alias_value":"LSQACWDV","created_at":"2026-07-05T09:22:51Z"}],"graph_snapshots":[{"event_id":"sha256:0b053d29b178171f02f353ebefcaa120b9d36248a0439470826ba6cbc9570cc5","target":"graph","created_at":"2026-07-05T09:22:51Z","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/2410.15199/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We propose a zero-shot text-driven 3D shape deformation system that deforms an input 3D mesh of a manufactured object to fit an input text description. To do this, our system optimizes the parameters of a deformation model to maximize an objective function based on the widely used pre-trained vision language model CLIP. We find that CLIP-based objective functions exhibit many spurious local optima; to circumvent them, we parameterize deformations using a novel deformation model called BoxDefGraph which our system automatically computes from an input mesh, the BoxDefGraph is designed to capture","authors_text":"Daniel Ritchie, Srinath Sridhar, Xianghao Xu","cross_cats":["cs.GR"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2024-10-19T20:11:11Z","title":"CLIPtortionist: Zero-shot Text-driven Deformation for Manufactured 3D Shapes"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.15199","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":"sha256:80104386ce66c5bec06fb65d122aba26b8b048db170094e244614491d0a06b56","target":"record","created_at":"2026-07-05T09:22:51Z","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":"d7cb982aebb3159a722394fb1ff2444cebd2d9c76ff40028b8e051de2304dab2","cross_cats_sorted":["cs.GR"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2024-10-19T20:11:11Z","title_canon_sha256":"b7b9baafbea4ee1f7f244124a823165bbc1dd6874fc446c4f3eba6ca7b735df6"},"schema_version":"1.0","source":{"id":"2410.15199","kind":"arxiv","version":1}},"canonical_sha256":"5ca0015875d194e4b069292b81dd70ed6040cb72fdc975c373c6aa37ef889059","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5ca0015875d194e4b069292b81dd70ed6040cb72fdc975c373c6aa37ef889059","first_computed_at":"2026-07-05T09:22:51.650084Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:22:51.650084Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2JCFnGmjv8wjmoVkmctdaZ/0y35HETFQuPnLe9j0gLdLZ2sYkF3LzouHDePTYyvNcroi5hLiJH9cYZE0VSZLBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:22:51.650564Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.15199","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:80104386ce66c5bec06fb65d122aba26b8b048db170094e244614491d0a06b56","sha256:0b053d29b178171f02f353ebefcaa120b9d36248a0439470826ba6cbc9570cc5"],"state_sha256":"cfb9f735aceb08ba4c3a72f4f7c3817a802338b0e09bd6b9996b2005fed4a406"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qbTBOXFvldPagMdsLpT9iKL4waAkBjEhaYuaydojYx/TjQZfoZk1hHrwYMuC+4rKjF/Dl4M8uY5XrTofiONkBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T15:51:26.183219Z","bundle_sha256":"3d2b13ab14a607f50ff05b651bb124e258b0d7bc1d888049ed983969e55a21b0"}}