{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/conditional-wavegan","title":"Conditional WaveGAN","arxiv_id":"1809.10636","date":"2018-09-27","proceeding":null,"authors":["Chae Young Lee","Anoop Toffy","Gue Jun Jung","Woo-Jin Han"],"abstract":"Generative models are successfully used for image synthesis in the recent\nyears. But when it comes to other modalities like audio, text etc little\nprogress has been made. Recent works focus on generating audio from a\ngenerative model in an unsupervised setting. We explore the possibility of\nusing generative models conditioned on class labels. Concatenation based\nconditioning and conditional scaling were explored in this work with various\nhyper-parameter tuning methods. In this paper we introduce Conditional WaveGANs\n(cWaveGAN). Find our implementation at https://github.com/acheketa/cwavegan","url_abs":"http://arxiv.org/abs/1809.10636v1","url_pdf":"http://arxiv.org/pdf/1809.10636v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"conditional-wavegan","repo_url":"https://github.com/acheketa/cwavegan","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"audio-generation","task_name":"Audio Generation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":"https://app.syntology.ai/?focus=1809.10636","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1809.10636"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/acheketa/cwavegan","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"unverified":10},"by_repo_kind":{"official":{"samples":10,"ran":0,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"2be0291008b50a9e","entry":"WaveGANGenerator","repo":"acheketa/cwavegan","repo_kind":"official","path":"gpu/wavegan.py","file_url":"https://github.com/acheketa/cwavegan/blob/HEAD/gpu/wavegan.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"2be0291008b50a9e"}},{"code_sha256_prefix":"9d6ce1815be54da0","entry":"conv1d_transpose","repo":"acheketa/cwavegan","repo_kind":"official","path":"gpu/wavegan.py","file_url":"https://github.com/acheketa/cwavegan/blob/HEAD/gpu/wavegan.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9d6ce1815be54da0"}},{"code_sha256_prefix":"e41b5f62940c103a","entry":"conv1d_transpose","repo":"acheketa/cwavegan","repo_kind":"official","path":"tpu/tpu_model.py","file_url":"https://github.com/acheketa/cwavegan/blob/HEAD/tpu/tpu_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e41b5f62940c103a"}},{"code_sha256_prefix":"787ada018be76773","entry":"generate_input_fn","repo":"acheketa/cwavegan","repo_kind":"official","path":"tpu/preview.py","file_url":"https://github.com/acheketa/cwavegan/blob/HEAD/tpu/preview.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"787ada018be76773"}},{"code_sha256_prefix":"c3a583a545306ba1","entry":"generate_input_fn","repo":"acheketa/cwavegan","repo_kind":"official","path":"tpu/tpu_main.py","file_url":"https://github.com/acheketa/cwavegan/blob/HEAD/tpu/tpu_main.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c3a583a545306ba1"}},{"code_sha256_prefix":"8dc0ff934de25eaa","entry":"get_batch","repo":"acheketa/cwavegan","repo_kind":"official","path":"gpu/loader.py","file_url":"https://github.com/acheketa/cwavegan/blob/HEAD/gpu/loader.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"8dc0ff934de25eaa"}},{"code_sha256_prefix":"6f9251347b36fbe6","entry":"lrelu","repo":"acheketa/cwavegan","repo_kind":"official","path":"tpu/tpu_model.py","file_url":"https://github.com/acheketa/cwavegan/blob/HEAD/tpu/tpu_model.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6f9251347b36fbe6"}},{"code_sha256_prefix":"f3d3946d06874d2a","entry":"noise_input_fn","repo":"acheketa/cwavegan","repo_kind":"official","path":"tpu/preview.py","file_url":"https://github.com/acheketa/cwavegan/blob/HEAD/tpu/preview.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"f3d3946d06874d2a"}},{"code_sha256_prefix":"82d04d5aabb303de","entry":"tf_repeat","repo":"acheketa/cwavegan","repo_kind":"official","path":"tpu/tpu_model.py","file_url":"https://github.com/acheketa/cwavegan/blob/HEAD/tpu/tpu_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"82d04d5aabb303de"}},{"code_sha256_prefix":"dbc3a3eafaa83751","entry":"tf_repeat","repo":"acheketa/cwavegan","repo_kind":"official","path":"gpu/wavegan.py","file_url":"https://github.com/acheketa/cwavegan/blob/HEAD/gpu/wavegan.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"dbc3a3eafaa83751"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}