{"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/deep-interest-evolution-network-for-click","title":"Deep Interest Evolution Network for Click-Through Rate Prediction","arxiv_id":"1809.03672","date":"2018-09-11","proceeding":null,"authors":["Guorui Zhou","Na Mou","Ying Fan","Qi Pi","Weijie Bian","Chang Zhou","Xiaoqiang Zhu","Kun Gai"],"abstract":"Easy-to-use,Modular and Extendible package of deep-learning based CTR models.DeepFM,DeepInterestNetwork(DIN),DeepInterestEvolutionNetwork(DIEN),DeepCrossNetwork(DCN),AttentionalFactorizationMachine(AFM),Neural Factorization Machine(NFM),AutoInt","url_abs":"http://arxiv.org/abs/1809.03672v5","url_pdf":"http://arxiv.org/pdf/1809.03672v5.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":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/mouna99/dien","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/GitHub-HongweiZhang/prediction-flow","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/LionQYW/Dien----Deep-Interest-Evolution-Network-for-Click-Through-Rate-Prediction","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/StephenBo-China/DIEN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/StephenBo-China/DIEN-DIN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/StephenBo-China/recommendation_system_sort_model","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/UlionTse/mlgb","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/YafeiWu/DIEN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok"}},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/kupuSs/DIEN-pipline","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/reczoo/FuxiCTR","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/shenweichen/DeepCTR","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/shenweichen/DeepCTR-Torch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/PaddlePaddle/PaddleRec/tree/master/models/rank/dien","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"paddle","reach":null},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/jiean001/models_m/tree/main/DIEN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"deep-interest-evolution-network-for-click","repo_url":"https://github.com/mindspore-ai/models/tree/master/research/recommend/DIEN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null}],"tasks":[{"task_slug":"click-through-rate-prediction","task_name":"Click-Through Rate Prediction"},{"task_slug":"deep-learning","task_name":"Deep Learning"},{"task_slug":"prediction","task_name":"Prediction"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/click-through-rate-prediction-on-amazon-1","task":"Click-Through Rate Prediction","dataset":"Amazon Dataset","model":"DIEN","rank_in_archive_order":1,"of":1,"metrics":{"AUC":"0.7792"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1809.03672","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1809.03672"}},"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/reczoo/FuxiCTR","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/StephenBo-China/DIEN-DIN","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/mindspore-ai/models/tree/master/research/recommend/DIEN","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/YafeiWu/DIEN","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/PaddlePaddle/PaddleRec/tree/master/models/rank/dien","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/shenweichen/DeepCTR","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/LionQYW/Dien----Deep-Interest-Evolution-Network-for-Click-Through-Rate-Prediction","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/mouna99/dien","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/StephenBo-China/DIEN","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/UlionTse/mlgb","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/StephenBo-China/recommendation_system_sort_model","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/kupuSs/DIEN-pipline","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/shenweichen/DeepCTR-Torch","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/GitHub-HongweiZhang/prediction-flow","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/jiean001/models_m/tree/main/DIEN","reach":null}],"summary":{"unverified":14},"by_repo_kind":{"listed":{"samples":14,"ran":0,"repositories":2}},"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":"e104b06ecdb1248e","entry":"activation_layer","repo":"kupuSs/DIEN-pipline","repo_kind":"listed","path":"main/activation.py","file_url":"https://github.com/kupuSs/DIEN-pipline/blob/HEAD/main/activation.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"e104b06ecdb1248e"}},{"code_sha256_prefix":"8f14a15b98aa8424","entry":"auxiliary_net","repo":"kupuSs/DIEN-pipline","repo_kind":"listed","path":"main/dien.py","file_url":"https://github.com/kupuSs/DIEN-pipline/blob/HEAD/main/dien.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"8f14a15b98aa8424"}},{"code_sha256_prefix":"78b96bd66f1811b1","entry":"encoder_sparse_feature_test","repo":"kupuSs/DIEN-pipline","repo_kind":"listed","path":"data_process/feature_process.py","file_url":"https://github.com/kupuSs/DIEN-pipline/blob/HEAD/data_process/feature_process.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"78b96bd66f1811b1"}},{"code_sha256_prefix":"b907dd863fd69ea0","entry":"encoder_sparse_feature_train","repo":"kupuSs/DIEN-pipline","repo_kind":"listed","path":"data_process/feature_process.py","file_url":"https://github.com/kupuSs/DIEN-pipline/blob/HEAD/data_process/feature_process.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"b907dd863fd69ea0"}},{"code_sha256_prefix":"44610d575b31e33c","entry":"fit","repo":"GitHub-HongweiZhang/prediction-flow","repo_kind":"listed","path":"prediction_flow/pytorch/functions.py","file_url":"https://github.com/GitHub-HongweiZhang/prediction-flow/blob/HEAD/prediction_flow/pytorch/functions.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":"44610d575b31e33c"}},{"code_sha256_prefix":"d6b137f539161a96","entry":"get_fixlen_feature_names","repo":"kupuSs/DIEN-pipline","repo_kind":"listed","path":"main/inputs.py","file_url":"https://github.com/kupuSs/DIEN-pipline/blob/HEAD/main/inputs.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"d6b137f539161a96"}},{"code_sha256_prefix":"92cd6e35ce4dd619","entry":"get_input","repo":"kupuSs/DIEN-pipline","repo_kind":"listed","path":"data_process/feature_process_parallel.py","file_url":"https://github.com/kupuSs/DIEN-pipline/blob/HEAD/data_process/feature_process_parallel.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"92cd6e35ce4dd619"}},{"code_sha256_prefix":"05796c38e27e1f97","entry":"get_inputs_list","repo":"kupuSs/DIEN-pipline","repo_kind":"listed","path":"main/inputs.py","file_url":"https://github.com/kupuSs/DIEN-pipline/blob/HEAD/main/inputs.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"05796c38e27e1f97"}},{"code_sha256_prefix":"ccf9fd2e5c97ebea","entry":"get_stats","repo":"kupuSs/DIEN-pipline","repo_kind":"listed","path":"data_process/utils.py","file_url":"https://github.com/kupuSs/DIEN-pipline/blob/HEAD/data_process/utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"ccf9fd2e5c97ebea"}},{"code_sha256_prefix":"3265836b7310a8ee","entry":"get_varlen_feature_names","repo":"kupuSs/DIEN-pipline","repo_kind":"listed","path":"main/inputs.py","file_url":"https://github.com/kupuSs/DIEN-pipline/blob/HEAD/main/inputs.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"3265836b7310a8ee"}},{"code_sha256_prefix":"c3d04f508c82a301","entry":"predict","repo":"GitHub-HongweiZhang/prediction-flow","repo_kind":"listed","path":"prediction_flow/pytorch/functions.py","file_url":"https://github.com/GitHub-HongweiZhang/prediction-flow/blob/HEAD/prediction_flow/pytorch/functions.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":"c3d04f508c82a301"}},{"code_sha256_prefix":"7c6c9f847c54ad28","entry":"reduce_mem_usage_sd","repo":"kupuSs/DIEN-pipline","repo_kind":"listed","path":"data_process/utils.py","file_url":"https://github.com/kupuSs/DIEN-pipline/blob/HEAD/data_process/utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"7c6c9f847c54ad28"}},{"code_sha256_prefix":"48dfdb09af366938","entry":"sd","repo":"kupuSs/DIEN-pipline","repo_kind":"listed","path":"data_process/utils.py","file_url":"https://github.com/kupuSs/DIEN-pipline/blob/HEAD/data_process/utils.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"48dfdb09af366938"}},{"code_sha256_prefix":"c1acb34b5eb2c10f","entry":"truncated_sequence","repo":"kupuSs/DIEN-pipline","repo_kind":"listed","path":"data_process/feature_process.py","file_url":"https://github.com/kupuSs/DIEN-pipline/blob/HEAD/data_process/feature_process.py","link_basis":"harvester_set","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c1acb34b5eb2c10f"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}