{"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/selmatch-effectively-scaling-up-dataset","title":"SelMatch: Effectively Scaling Up Dataset Distillation via Selection-Based Initialization and Partial Updates by Trajectory Matching","arxiv_id":"2406.18561","date":"2024-05-28","proceeding":null,"authors":["Yongmin Lee","Hye Won Chung"],"abstract":"Dataset distillation aims to synthesize a small number of images per class (IPC) from a large dataset to approximate full dataset training with minimal performance loss. While effective in very small IPC ranges, many distillation methods become less effective, even underperforming random sample selection, as IPC increases. Our examination of state-of-the-art trajectory-matching based distillation methods across various IPC scales reveals that these methods struggle to incorporate the complex, rare features of harder samples into the synthetic dataset even with the increased IPC, resulting in a persistent coverage gap between easy and hard test samples. Motivated by such observations, we introduce SelMatch, a novel distillation method that effectively scales with IPC. SelMatch uses selection-based initialization and partial updates through trajectory matching to manage the synthetic dataset's desired difficulty level tailored to IPC scales. When tested on CIFAR-10/100 and TinyImageNet, SelMatch consistently outperforms leading selection-only and distillation-only methods across subset ratios from 5% to 30%.","url_abs":"https://arxiv.org/abs/2406.18561v1","url_pdf":"https://arxiv.org/pdf/2406.18561v1.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":[],"tasks":[{"task_slug":"dataset-distillation","task_name":"Dataset Distillation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":"https://app.syntology.ai/?focus=2406.18561","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2406.18561"}},"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":"deterministic:regex_extraction","url":"https://github.com/Yongalls/SelMatch","reach":null}],"summary":{"ran":12,"ran_draft_wrong":20,"unverified":8},"by_repo_kind":{"found_in_text":{"samples":40,"ran":32,"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":40,"samples":[{"code_sha256_prefix":"26023475e9668a76","entry":"AlexNet","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"26023475e9668a76"}},{"code_sha256_prefix":"9ec4246d33171db6","entry":"Bottleneck","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"9ec4246d33171db6"}},{"code_sha256_prefix":"cf3443b66d74eec0","entry":"ConvNet","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"cf3443b66d74eec0"}},{"code_sha256_prefix":"371aba208faf83cd","entry":"LSA","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"371aba208faf83cd"}},{"code_sha256_prefix":"0659789349e75ef6","entry":"ReparamModule","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"0659789349e75ef6"}},{"code_sha256_prefix":"e323be0c1aeceaa5","entry":"ResNet","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"e323be0c1aeceaa5"}},{"code_sha256_prefix":"f1c86836668b2785","entry":"ResNet101BN","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"f1c86836668b2785"}},{"code_sha256_prefix":"84ba1f2ad3c425f4","entry":"ResNet18","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"84ba1f2ad3c425f4"}},{"code_sha256_prefix":"2af61113e38c992d","entry":"ResNet18BN","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"2af61113e38c992d"}},{"code_sha256_prefix":"f3c36231a90784f7","entry":"ResNet18BN_AP","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"f3c36231a90784f7"}},{"code_sha256_prefix":"7394c89998438e45","entry":"ResNet18BN_Tiny","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"7394c89998438e45"}},{"code_sha256_prefix":"006daf90ec565d3f","entry":"ResNet18_AP","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"006daf90ec565d3f"}},{"code_sha256_prefix":"75154222e4b7ede3","entry":"ResNet18_Tiny","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"75154222e4b7ede3"}},{"code_sha256_prefix":"45e1eea50fa0950e","entry":"ResNet34BN","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"45e1eea50fa0950e"}},{"code_sha256_prefix":"c22088f4ef97b98c","entry":"ResNet50BN","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"c22088f4ef97b98c"}},{"code_sha256_prefix":"7bf0123c9fc94dc4","entry":"ResNet_AP","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"7bf0123c9fc94dc4"}},{"code_sha256_prefix":"0532d65abae10a50","entry":"SPT","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"0532d65abae10a50"}},{"code_sha256_prefix":"6f696ee92285cb93","entry":"TensorDataset","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"6f696ee92285cb93"}},{"code_sha256_prefix":"a00407801e7e6c77","entry":"Transformer","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"a00407801e7e6c77"}},{"code_sha256_prefix":"974aaf074ac83fb5","entry":"VGG","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"974aaf074ac83fb5"}},{"code_sha256_prefix":"699b6b81e84201eb","entry":"VGG11","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"699b6b81e84201eb"}},{"code_sha256_prefix":"ac697617d51c3b71","entry":"VGG11BN","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"ac697617d51c3b71"}},{"code_sha256_prefix":"f4602783777ba068","entry":"VGG16BN","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"f4602783777ba068"}},{"code_sha256_prefix":"14ea76a0840557fb","entry":"ViT","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":"deterministic","behaviour_fingerprint":true,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"14ea76a0840557fb"}},{"code_sha256_prefix":"ff7b23be3efb6c10","entry":"rand_brightness","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"ff7b23be3efb6c10"}},{"code_sha256_prefix":"08cac66a8707ba68","entry":"rand_contrast","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"08cac66a8707ba68"}},{"code_sha256_prefix":"a9a6465b11bbd8cd","entry":"rand_crop","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"a9a6465b11bbd8cd"}},{"code_sha256_prefix":"d23b4f2a3643720b","entry":"rand_cutout","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"d23b4f2a3643720b"}},{"code_sha256_prefix":"75e94dafde92f764","entry":"rand_flip","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"75e94dafde92f764"}},{"code_sha256_prefix":"71b51acad65ccadc","entry":"rand_rotate","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"71b51acad65ccadc"}},{"code_sha256_prefix":"5cb7afb924303755","entry":"rand_saturation","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"5cb7afb924303755"}},{"code_sha256_prefix":"48298f98898ede21","entry":"rand_scale","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.py","link_basis":"first_harvest_node","language":"python","status":"ran_draft_wrong","verification_level":1,"contract_check":"MISDECLARED","metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"NONE","inline_ok":false,"mcp_get_code":{"code_sha256":"48298f98898ede21"}},{"code_sha256_prefix":"e82e3c419d049397","entry":"CombinedTensorDataset","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"e82e3c419d049397"}},{"code_sha256_prefix":"ef316248cd525d06","entry":"DiffAugment","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"ef316248cd525d06"}},{"code_sha256_prefix":"a522190c9d065e12","entry":"ParamDiffAug","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"a522190c9d065e12"}},{"code_sha256_prefix":"32fbd0b361e6d136","entry":"epoch","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"32fbd0b361e6d136"}},{"code_sha256_prefix":"16e765ab134ae53c","entry":"evaluate_synset","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"16e765ab134ae53c"}},{"code_sha256_prefix":"e29d3dc3ccef05d1","entry":"get_dataset","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"e29d3dc3ccef05d1"}},{"code_sha256_prefix":"efa1700ccbdc1593","entry":"get_network","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"efa1700ccbdc1593"}},{"code_sha256_prefix":"8ae07679993c03b6","entry":"main","repo":"Yongalls/SelMatch","repo_kind":"found_in_text","path":"distill.py","file_url":"https://github.com/Yongalls/SelMatch/blob/HEAD/distill.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":"8ae07679993c03b6"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}