{"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/diffusion-convolutional-recurrent-neural","title":"Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting","arxiv_id":"1707.01926","date":"2017-07-06","proceeding":"ICLR 2018 1","authors":["Yaguang Li","Rose Yu","Cyrus Shahabi","Yan Liu"],"abstract":"Spatiotemporal forecasting has various applications in neuroscience, climate\nand transportation domain. Traffic forecasting is one canonical example of such\nlearning task. The task is challenging due to (1) complex spatial dependency on\nroad networks, (2) non-linear temporal dynamics with changing road conditions\nand (3) inherent difficulty of long-term forecasting. To address these\nchallenges, we propose to model the traffic flow as a diffusion process on a\ndirected graph and introduce Diffusion Convolutional Recurrent Neural Network\n(DCRNN), a deep learning framework for traffic forecasting that incorporates\nboth spatial and temporal dependency in the traffic flow. Specifically, DCRNN\ncaptures the spatial dependency using bidirectional random walks on the graph,\nand the temporal dependency using the encoder-decoder architecture with\nscheduled sampling. We evaluate the framework on two real-world large scale\nroad network traffic datasets and observe consistent improvement of 12% - 15%\nover state-of-the-art baselines.","url_abs":"http://arxiv.org/abs/1707.01926v3","url_pdf":"http://arxiv.org/pdf/1707.01926v3.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":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/liyaguang/DCRNN","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/BinqingWu/2019-ZJU_SummerResearch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/EDAPINENUT/CLCRN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/Kaimaoge/IGNNK","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/KimMeen/DCRNN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/benedekrozemberczki/pytorch_geometric_temporal","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/bird-tao/clcrn","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok"}},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/chnsh/DCRNN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/chnsh/DCRNN_PyTorch","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/razvanc92/enhancenet","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":null},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/rdh1115/T-Graphormer","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/simonvino/DCRNN_brain_connectivity","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/tijsmaas/TrafficPrediction","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":null},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/uctb/uctb","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/victorchan314/DCRNN","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"unanswered"}},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/xlwang233/pytorch-dcrnn","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"unanswered"}},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/MindSpore-paper-code-3/code8/tree/main/dcrnn","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/code-implementation1/Code1/tree/main/dcrnn","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null},{"paper_slug":"diffusion-convolutional-recurrent-neural","repo_url":"https://github.com/dmlc/dgl/tree/master/examples/pytorch/dtgrnn","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"decoder","task_name":"Decoder"},{"task_slug":"multivariate-time-series-forecasting","task_name":"Multivariate Time Series Forecasting"},{"task_slug":"spatio-temporal-forecasting","task_name":"Spatio-Temporal Forecasting"},{"task_slug":"time-series","task_name":"Time Series Analysis"},{"task_slug":"time-series-forecasting","task_name":"Time Series Forecasting"},{"task_slug":"time-series-prediction","task_name":"Time Series Prediction"},{"task_slug":"traffic-prediction","task_name":"Traffic Prediction"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/traffic-prediction-on-expy-tky-1","task":"Traffic Prediction","dataset":"EXPY-TKY","model":"DCRNN","rank_in_archive_order":7,"of":8,"metrics":{"1 step MAE":"6.04","3 step MAE":"6.85","6 step MAE":"7.45"},"uses_additional_data":false},{"leaderboard":"/sota/traffic-prediction-on-metr-la","task":"Traffic Prediction","dataset":"METR-LA","model":"DCRNN","rank_in_archive_order":19,"of":20,"metrics":{"MAE @ 12 step":"3.6","MAE @ 3 step":"2.77"},"uses_additional_data":false},{"leaderboard":"/sota/traffic-prediction-on-pems-bay","task":"Traffic Prediction","dataset":"PEMS-BAY","model":"DCRNN","rank_in_archive_order":15,"of":16,"metrics":{"MAE @ 12 step":"2.07","RMSE":"4.74"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1707.01926","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"1707.01926"}},"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/chnsh/DCRNN_PyTorch","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/liyaguang/DCRNN","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/EDAPINENUT/CLCRN","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/benedekrozemberczki/pytorch_geometric_temporal","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/simonvino/DCRNN_brain_connectivity","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/MindSpore-paper-code-3/code8/tree/main/dcrnn","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/bird-tao/clcrn","reach":{"status":"ok"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/chnsh/DCRNN","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/code-implementation1/Code1/tree/main/dcrnn","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/tijsmaas/TrafficPrediction","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/victorchan314/DCRNN","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/BinqingWu/2019-ZJU_SummerResearch","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/xlwang233/pytorch-dcrnn","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/dmlc/dgl/tree/master/examples/pytorch/dtgrnn","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/rdh1115/T-Graphormer","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/Kaimaoge/IGNNK","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/uctb/uctb","reach":{"status":"unanswered"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/KimMeen/DCRNN","reach":null},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/razvanc92/enhancenet","reach":null}],"summary":{"ran":8,"ran_draft_wrong":6,"ran_fixture":2,"ran_honours":1,"unverified":18},"by_repo_kind":{"listed":{"samples":33,"ran":15,"repositories":10}},"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":15,"samples":[{"code_sha256_prefix":"32b5a7d77b24b5cd","entry":"BaseModel","repo":"KimMeen/DCRNN","repo_kind":"listed","path":"xlwang_version/dcrnn_model.py","file_url":"https://github.com/KimMeen/DCRNN/blob/HEAD/xlwang_version/dcrnn_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"32b5a7d77b24b5cd"}},{"code_sha256_prefix":"5e48426623092cf5","entry":"DCGRUCell","repo":"tijsmaas/TrafficPrediction","repo_kind":"listed","path":"model/pytorch/dcrnn_model.py","file_url":"https://github.com/tijsmaas/TrafficPrediction/blob/HEAD/model/pytorch/dcrnn_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"5e48426623092cf5"}},{"code_sha256_prefix":"319bce25c1ed1a8a","entry":"DCGRUCell","repo":"razvanc92/enhancenet","repo_kind":"listed","path":"rnn/model/dcrnn_cell.py","file_url":"https://github.com/razvanc92/enhancenet/blob/HEAD/rnn/model/dcrnn_cell.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"319bce25c1ed1a8a"}},{"code_sha256_prefix":"96ad06e5fe8cfc29","entry":"D_GCN","repo":"Kaimaoge/IGNNK","repo_kind":"listed","path":"basic_structure.py","file_url":"https://github.com/Kaimaoge/IGNNK/blob/HEAD/basic_structure.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"invariant","behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"96ad06e5fe8cfc29"}},{"code_sha256_prefix":"e632670569333e9a","entry":"DiffusionGraphConv","repo":"KimMeen/DCRNN","repo_kind":"listed","path":"xlwang_version/dcrnn_model.py","file_url":"https://github.com/KimMeen/DCRNN/blob/HEAD/xlwang_version/dcrnn_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e632670569333e9a"}},{"code_sha256_prefix":"e33df6dc4211304d","entry":"LayerParams","repo":"tijsmaas/TrafficPrediction","repo_kind":"listed","path":"model/pytorch/dcrnn_model.py","file_url":"https://github.com/tijsmaas/TrafficPrediction/blob/HEAD/model/pytorch/dcrnn_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"e33df6dc4211304d"}},{"code_sha256_prefix":"8270d99929375ca3","entry":"LayerParams","repo":"razvanc92/enhancenet","repo_kind":"listed","path":"rnn/model/dcrnn_cell.py","file_url":"https://github.com/razvanc92/enhancenet/blob/HEAD/rnn/model/dcrnn_cell.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"8270d99929375ca3"}},{"code_sha256_prefix":"be2ba8673c35addb","entry":"Seq2SeqAttrs","repo":"chnsh/DCRNN_PyTorch","repo_kind":"listed","path":"model/pytorch/dcrnn_model.py","file_url":"https://github.com/chnsh/DCRNN_PyTorch/blob/HEAD/model/pytorch/dcrnn_model.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"be2ba8673c35addb"}},{"code_sha256_prefix":"e7b2e6a60daa42ca","entry":"calculate_normalized_laplacian","repo":null,"repo_kind":null,"path":null,"file_url":null,"link_basis":"identical_code_first_harvested_elsewhere","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"mcp_get_code":{"code_sha256":"e7b2e6a60daa42ca"}},{"code_sha256_prefix":"2f342093fe5f43a5","entry":"calculate_normalized_laplacian","repo":"KimMeen/DCRNN","repo_kind":"listed","path":"xlwang_version/dcrnn_model.py","file_url":"https://github.com/KimMeen/DCRNN/blob/HEAD/xlwang_version/dcrnn_model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"2f342093fe5f43a5"}},{"code_sha256_prefix":"e6b81aabdda0144d","entry":"calculate_random_walk_matrix","repo":"KimMeen/DCRNN","repo_kind":"listed","path":"xlwang_version/dcrnn_model.py","file_url":"https://github.com/KimMeen/DCRNN/blob/HEAD/xlwang_version/dcrnn_model.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"e6b81aabdda0144d"}},{"code_sha256_prefix":"78617ea838ebf1d7","entry":"calculate_scaled_laplacian","repo":"KimMeen/DCRNN","repo_kind":"listed","path":"xlwang_version/dcrnn_model.py","file_url":"https://github.com/KimMeen/DCRNN/blob/HEAD/xlwang_version/dcrnn_model.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"78617ea838ebf1d7"}},{"code_sha256_prefix":"e2aab04d03ce5b9e","entry":"calculate_scaled_laplacian","repo":"BinqingWu/2019-ZJU_SummerResearch","repo_kind":"listed","path":"gconv.py","file_url":"https://github.com/BinqingWu/2019-ZJU_SummerResearch/blob/HEAD/gconv.py","link_basis":"first_harvest_node","language":"python","status":"ran_fixture","verification_level":1,"contract_check":"RAISES","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"e2aab04d03ce5b9e"}},{"code_sha256_prefix":"f6b944f50d3f15ae","entry":"count_parameters","repo":null,"repo_kind":null,"path":null,"file_url":null,"link_basis":"identical_code_first_harvested_elsewhere","language":"python","status":"ran_honours","verification_level":1,"contract_check":"HONOURS","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":null,"inline_ok":false,"mcp_get_code":{"code_sha256":"f6b944f50d3f15ae"}},{"code_sha256_prefix":"c6093e02db929cdb","entry":"generate_train_val_test","repo":"simonvino/DCRNN_brain_connectivity","repo_kind":"listed","path":"generate_samples.py","file_url":"https://github.com/simonvino/DCRNN_brain_connectivity/blob/HEAD/generate_samples.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"OUTPUT_MISDECLARED","metamorphic_tier":"deterministic","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"c6093e02db929cdb"}},{"code_sha256_prefix":"3f3635de6141a77f","entry":"historical_average_predict","repo":"chnsh/DCRNN_PyTorch","repo_kind":"listed","path":"scripts/eval_baseline_methods.py","file_url":"https://github.com/chnsh/DCRNN_PyTorch/blob/HEAD/scripts/eval_baseline_methods.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"3f3635de6141a77f"}},{"code_sha256_prefix":"72a2fa4a5c7ef95e","entry":"static_predict","repo":"chnsh/DCRNN_PyTorch","repo_kind":"listed","path":"scripts/eval_baseline_methods.py","file_url":"https://github.com/chnsh/DCRNN_PyTorch/blob/HEAD/scripts/eval_baseline_methods.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":"well_formed","behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"72a2fa4a5c7ef95e"}},{"code_sha256_prefix":"c7e0d424d1798692","entry":"DCGRUCell","repo":"chnsh/DCRNN_PyTorch","repo_kind":"listed","path":"model/pytorch/dcrnn_model.py","file_url":"https://github.com/chnsh/DCRNN_PyTorch/blob/HEAD/model/pytorch/dcrnn_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":"c7e0d424d1798692"}},{"code_sha256_prefix":"548b03f3de02c21d","entry":"DCGRUCell","repo":"KimMeen/DCRNN","repo_kind":"listed","path":"xlwang_version/dcrnn_model.py","file_url":"https://github.com/KimMeen/DCRNN/blob/HEAD/xlwang_version/dcrnn_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":"548b03f3de02c21d"}},{"code_sha256_prefix":"9b1c6b146841f18a","entry":"DCGRUDecoder","repo":"KimMeen/DCRNN","repo_kind":"listed","path":"xlwang_version/dcrnn_model.py","file_url":"https://github.com/KimMeen/DCRNN/blob/HEAD/xlwang_version/dcrnn_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":"9b1c6b146841f18a"}},{"code_sha256_prefix":"54bfc4e9c5b17c5d","entry":"DCRNN","repo":"bird-tao/clcrn","repo_kind":"listed","path":"model/baselines/recurrent/dcrnn.py","file_url":"https://github.com/bird-tao/clcrn/blob/HEAD/model/baselines/recurrent/dcrnn.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"54bfc4e9c5b17c5d"}},{"code_sha256_prefix":"09f08f32064514b2","entry":"DCRNN","repo":"benedekrozemberczki/pytorch_geometric_temporal","repo_kind":"listed","path":"torch_geometric_temporal/nn/recurrent/dcrnn.py","file_url":"https://github.com/benedekrozemberczki/pytorch_geometric_temporal/blob/HEAD/torch_geometric_temporal/nn/recurrent/dcrnn.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":"09f08f32064514b2"}},{"code_sha256_prefix":"2f656e5644089219","entry":"DCRNNEncoder","repo":"KimMeen/DCRNN","repo_kind":"listed","path":"xlwang_version/dcrnn_model.py","file_url":"https://github.com/KimMeen/DCRNN/blob/HEAD/xlwang_version/dcrnn_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":"2f656e5644089219"}},{"code_sha256_prefix":"4700d1a2b2f274c3","entry":"DCRNNModel","repo":"tijsmaas/TrafficPrediction","repo_kind":"listed","path":"model/pytorch/dcrnn_model.py","file_url":"https://github.com/tijsmaas/TrafficPrediction/blob/HEAD/model/pytorch/dcrnn_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"4700d1a2b2f274c3"}},{"code_sha256_prefix":"ee4d8bb67da9cf12","entry":"DCRNNModel","repo":"chnsh/DCRNN_PyTorch","repo_kind":"listed","path":"model/pytorch/dcrnn_model.py","file_url":"https://github.com/chnsh/DCRNN_PyTorch/blob/HEAD/model/pytorch/dcrnn_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":"ee4d8bb67da9cf12"}},{"code_sha256_prefix":"ba19e4968b2f19aa","entry":"DCRNNModel","repo":"KimMeen/DCRNN","repo_kind":"listed","path":"xlwang_version/dcrnn_model.py","file_url":"https://github.com/KimMeen/DCRNN/blob/HEAD/xlwang_version/dcrnn_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":"ba19e4968b2f19aa"}},{"code_sha256_prefix":"ce2ff6a9f7c4ceb2","entry":"DConv","repo":"bird-tao/clcrn","repo_kind":"listed","path":"model/baselines/recurrent/dcrnn.py","file_url":"https://github.com/bird-tao/clcrn/blob/HEAD/model/baselines/recurrent/dcrnn.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"ce2ff6a9f7c4ceb2"}},{"code_sha256_prefix":"81515332fcab2baf","entry":"DConv","repo":"benedekrozemberczki/pytorch_geometric_temporal","repo_kind":"listed","path":"torch_geometric_temporal/nn/recurrent/dcrnn.py","file_url":"https://github.com/benedekrozemberczki/pytorch_geometric_temporal/blob/HEAD/torch_geometric_temporal/nn/recurrent/dcrnn.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":"81515332fcab2baf"}},{"code_sha256_prefix":"4ff718f4bfb8cb58","entry":"DecoderModel","repo":"tijsmaas/TrafficPrediction","repo_kind":"listed","path":"model/pytorch/dcrnn_model.py","file_url":"https://github.com/tijsmaas/TrafficPrediction/blob/HEAD/model/pytorch/dcrnn_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"4ff718f4bfb8cb58"}},{"code_sha256_prefix":"ac5645e8e8afed2e","entry":"DecoderModel","repo":"chnsh/DCRNN_PyTorch","repo_kind":"listed","path":"model/pytorch/dcrnn_model.py","file_url":"https://github.com/chnsh/DCRNN_PyTorch/blob/HEAD/model/pytorch/dcrnn_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":"ac5645e8e8afed2e"}},{"code_sha256_prefix":"bb2970e5be9064be","entry":"EncoderModel","repo":"tijsmaas/TrafficPrediction","repo_kind":"listed","path":"model/pytorch/dcrnn_model.py","file_url":"https://github.com/tijsmaas/TrafficPrediction/blob/HEAD/model/pytorch/dcrnn_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"bb2970e5be9064be"}},{"code_sha256_prefix":"ab1351994a36a9d2","entry":"EncoderModel","repo":"chnsh/DCRNN_PyTorch","repo_kind":"listed","path":"model/pytorch/dcrnn_model.py","file_url":"https://github.com/chnsh/DCRNN_PyTorch/blob/HEAD/model/pytorch/dcrnn_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":"ab1351994a36a9d2"}},{"code_sha256_prefix":"c3fd95434a5fba9c","entry":"Seq2SeqAttrs","repo":"tijsmaas/TrafficPrediction","repo_kind":"listed","path":"model/pytorch/dcrnn_model.py","file_url":"https://github.com/tijsmaas/TrafficPrediction/blob/HEAD/model/pytorch/dcrnn_model.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NOASSERTION","inline_ok":false,"mcp_get_code":{"code_sha256":"c3fd95434a5fba9c"}},{"code_sha256_prefix":"ad1013ddca6dfa78","entry":"gconv","repo":"BinqingWu/2019-ZJU_SummerResearch","repo_kind":"listed","path":"gconv.py","file_url":"https://github.com/BinqingWu/2019-ZJU_SummerResearch/blob/HEAD/gconv.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"ad1013ddca6dfa78"}},{"code_sha256_prefix":"fde1716c2510a3a6","entry":"generate_graph_seq2seq_io_data","repo":"chnsh/DCRNN","repo_kind":"listed","path":"scripts/generate_training_data.py","file_url":"https://github.com/chnsh/DCRNN/blob/HEAD/scripts/generate_training_data.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":"fde1716c2510a3a6"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}