{"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/window-based-early-exit-cascades-for","title":"Window-Based Early-Exit Cascades for Uncertainty Estimation: When Deep Ensembles are More Efficient than Single Models","arxiv_id":"2303.08010","date":"2023-03-14","proceeding":"ICCV 2023 1","authors":["Guoxuan Xia","Christos-Savvas Bouganis"],"abstract":"Deep Ensembles are a simple, reliable, and effective method of improving both the predictive performance and uncertainty estimates of deep learning approaches. However, they are widely criticised as being computationally expensive, due to the need to deploy multiple independent models. Recent work has challenged this view, showing that for predictive accuracy, ensembles can be more computationally efficient (at inference) than scaling single models within an architecture family. This is achieved by cascading ensemble members via an early-exit approach. In this work, we investigate extending these efficiency gains to tasks related to uncertainty estimation. As many such tasks, e.g. selective classification, are binary classification, our key novel insight is to only pass samples within a window close to the binary decision boundary to later cascade stages. Experiments on ImageNet-scale data across a number of network architectures and uncertainty tasks show that the proposed window-based early-exit approach is able to achieve a superior uncertainty-computation trade-off compared to scaling single models. For example, a cascaded EfficientNet-B2 ensemble is able to achieve similar coverage at 5% risk as a single EfficientNet-B4 with <30% the number of MACs. We also find that cascades/ensembles give more reliable improvements on OOD data vs scaling models up. Code for this work is available at: https://github.com/Guoxoug/window-early-exit.","url_abs":"https://arxiv.org/abs/2303.08010v3","url_pdf":"https://arxiv.org/pdf/2303.08010v3.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":"window-based-early-exit-cascades-for","repo_url":"https://github.com/guoxoug/window-early-exit","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"binary-classification","task_name":"Binary Classification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/2303.08010","atlas_url":"https://app.syntology.ai/?focus=2303.08010","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2303.08010"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-25T09:33:49+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":"deterministic:regex_extraction","url":"https://github.com/keras-team/keras","reach":{"status":"ok","spdx":"Apache-2.0"}},{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/guoxoug/window-early-exit","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"deterministic:regex_extraction","url":"https://github.com/Guoxoug/window-early-exit","reach":{"status":"ok","spdx":"MIT"}},{"provenance":"deterministic:regex_extraction","url":"https://github.com/sovrasov/flops-counter","reach":{"status":"gone","observed_at":"2026-09-17","how":"tree_404+repo_404"}}],"summary":{"ran":22,"ran_fixture":1,"unverified":13},"by_repo_kind":{"official":{"samples":1,"ran":1,"repositories":1},"found_in_text":{"samples":35,"ran":22,"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":"9faec97eab071c9e","entry":"ConvNeXtBlock","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/convnext.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/convnext.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"9faec97eab071c9e"}},{"code_sha256_prefix":"8566faf0283e84b5","entry":"Head","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/convnext.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/convnext.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"8566faf0283e84b5"}},{"code_sha256_prefix":"bfe7ed6cde8213a2","entry":"InceptionResNetV2","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/inception_resnet_v2.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/inception_resnet_v2.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"bfe7ed6cde8213a2"}},{"code_sha256_prefix":"3562a18df7063eac","entry":"InceptionV3","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/inception_v3.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/inception_v3.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"3562a18df7063eac"}},{"code_sha256_prefix":"6bd8585a9f22e0d2","entry":"MBConvBlock","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/efficientnet_v2.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/efficientnet_v2.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"6bd8585a9f22e0d2"}},{"code_sha256_prefix":"3c500f029705ef98","entry":"MobileNetV2","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/mobilenet_v2.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/mobilenet_v2.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"3c500f029705ef98"}},{"code_sha256_prefix":"c84bba05a0e9fe98","entry":"block","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/efficientnet.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/efficientnet.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"c84bba05a0e9fe98"}},{"code_sha256_prefix":"8c4c044b0da3d59d","entry":"conv2d_bn","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/inception_resnet_v2.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/inception_resnet_v2.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"8c4c044b0da3d59d"}},{"code_sha256_prefix":"b55586ffc10b9cf8","entry":"conv2d_bn","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/inception_v3.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/inception_v3.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"b55586ffc10b9cf8"}},{"code_sha256_prefix":"0dd0e7197a272037","entry":"conv_block","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/densenet.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/densenet.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"0dd0e7197a272037"}},{"code_sha256_prefix":"80a7dd835e5af022","entry":"dense_block","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/densenet.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/densenet.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"80a7dd835e5af022"}},{"code_sha256_prefix":"072dde7fd28b54c1","entry":"inception_resnet_block","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/inception_resnet_v2.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/inception_resnet_v2.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"072dde7fd28b54c1"}},{"code_sha256_prefix":"a86f237c3dfe72fb","entry":"leaky_relu","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/activations/activations.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/activations/activations.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"a86f237c3dfe72fb"}},{"code_sha256_prefix":"47c0511b0bcb81fb","entry":"obtain_input_shape","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/imagenet_utils.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/imagenet_utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"47c0511b0bcb81fb"}},{"code_sha256_prefix":"fe1fee1f08d6f46d","entry":"preprocess_input","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/imagenet_utils.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/imagenet_utils.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"fe1fee1f08d6f46d"}},{"code_sha256_prefix":"86361b3f206f4002","entry":"preprocess_input","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/inception_v3.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/inception_v3.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"86361b3f206f4002"}},{"code_sha256_prefix":"b3bae248d68eaa66","entry":"preprocess_input","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/mobilenet.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/mobilenet.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"b3bae248d68eaa66"}},{"code_sha256_prefix":"dc94020311204486","entry":"preprocess_input","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/mobilenet_v2.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/mobilenet_v2.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"dc94020311204486"}},{"code_sha256_prefix":"2d9c9582df92bc5e","entry":"relu6","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/activations/activations.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/activations/activations.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"2d9c9582df92bc5e"}},{"code_sha256_prefix":"24a8d4e26aa2e281","entry":"round_filters","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/efficientnet_v2.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/efficientnet_v2.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"24a8d4e26aa2e281"}},{"code_sha256_prefix":"6cc796a8212b5586","entry":"round_repeats","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/efficientnet_v2.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/efficientnet_v2.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":true,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"6cc796a8212b5586"}},{"code_sha256_prefix":"ce877225caec4bfe","entry":"transition_block","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/densenet.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/densenet.py","link_basis":"harvester_set","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"Apache-2.0","inline_ok":true,"mcp_get_code":{"code_sha256":"ce877225caec4bfe"}},{"code_sha256_prefix":"333af359ab2bc74e","entry":"window_threshold_strategy","repo":"Guoxoug/window-early-exit","repo_kind":"official","path":"utils/cascade_utils.py","file_url":"https://github.com/Guoxoug/window-early-exit/blob/HEAD/utils/cascade_utils.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":"333af359ab2bc74e"}},{"code_sha256_prefix":"b7f04958b9956ab3","entry":"EfficientNet","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/efficientnet.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/efficientnet.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":"b7f04958b9956ab3"}},{"code_sha256_prefix":"92506576e1211977","entry":"EfficientNetB0","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/efficientnet.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/efficientnet.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":"92506576e1211977"}},{"code_sha256_prefix":"621b43910a11301f","entry":"MobileNet","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/mobilenet.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/mobilenet.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":"621b43910a11301f"}},{"code_sha256_prefix":"2a31220d9622da08","entry":"MobileNetV3","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/mobilenet_v3.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/mobilenet_v3.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":"2a31220d9622da08"}},{"code_sha256_prefix":"418f46abf7d3fddd","entry":"MobileNetV3Large","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/mobilenet_v3.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/mobilenet_v3.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":"418f46abf7d3fddd"}},{"code_sha256_prefix":"775b31b0717143c0","entry":"MobileNetV3Small","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/mobilenet_v3.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/mobilenet_v3.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":"775b31b0717143c0"}},{"code_sha256_prefix":"8c030c1dd2cba50c","entry":"PreStem","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/convnext.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/convnext.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":"8c030c1dd2cba50c"}},{"code_sha256_prefix":"d5da2aff6d992a41","entry":"decode_predictions","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/imagenet_utils.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/imagenet_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":"d5da2aff6d992a41"}},{"code_sha256_prefix":"b8a4e52b0b228ca8","entry":"decode_predictions","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/mobilenet.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/mobilenet.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":"b8a4e52b0b228ca8"}},{"code_sha256_prefix":"fcfce33cd8b78e31","entry":"decode_predictions","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/applications/mobilenet_v2.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/applications/mobilenet_v2.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":"fcfce33cd8b78e31"}},{"code_sha256_prefix":"ff36a3530575a45b","entry":"get_name_from_symbol","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/api_export.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/api_export.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":"ff36a3530575a45b"}},{"code_sha256_prefix":"b1f9e5129fa630a1","entry":"get_symbol_from_name","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/api_export.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/api_export.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":"b1f9e5129fa630a1"}},{"code_sha256_prefix":"59c7dca60305d651","entry":"relu","repo":"keras-team/keras","repo_kind":"found_in_text","path":"keras/src/activations/activations.py","file_url":"https://github.com/keras-team/keras/blob/HEAD/keras/src/activations/activations.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":"59c7dca60305d651"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}