Papers › Deep Interest Evolution Network for Click-Through Rate Prediction

Deep Interest Evolution Network for Click-Through Rate Prediction

11 Sep 2018arXiv:1809.03672archive 2025-07-28

Guorui Zhou, Na Mou, Ying Fan, Qi Pi, Weijie Bian, Chang Zhou, Xiaoqiang Zhu, Kun Gai

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

PaperPDFCodeCode Syntology ran

In Syntology Open this paper in Syntology's Atlas, the map of the papers in Syntology's graph and their citations.

For agents, Syntology's MCP tool lists every function and class Syntology harvested from this paper and whether it ran (how to connect): get_harvested_code_for_paper(arxiv_id="1809.03672")

Code

Syntology Ran 0 of 14 code samples harvested from 2 repositories linked to this paper; 14 have no recorded run.

By repository: community (archive-listed): 14 samples from 2 repositories, 0 ran. The run record, sample by sample. “Ran” means executed on a synthesized input, not that the code is correct or reproduces the paper.

15 repositories listed; official and paper-mentioned ones first.

mouna99/dien officialmentioned in papermentioned on GitHubtf report
GitHub-HongweiZhang/prediction-flow mentioned on GitHubpytorchMIT report
StephenBo-China/DIEN mentioned on GitHubtf report
StephenBo-China/DIEN-DIN mentioned on GitHubtf report
UlionTse/mlgb mentioned on GitHubpytorch report
YafeiWu/DIEN mentioned on GitHubtf report
kupuSs/DIEN-pipline mentioned on GitHubtfApache-2.0 report
reczoo/FuxiCTR mentioned on GitHubpytorch report
shenweichen/DeepCTR mentioned on GitHubtf report
shenweichen/DeepCTR-Torch mentioned on GitHubpytorchApache-2.0 report

Repository list and official/mentioned flags are the archive's, frozen 2025-07-28. Reachability, where shown, is from one Syntology probe window (2026-09-16 to 2026-09-18); repositories not probed show nothing. GitHub stars are not tracked.

Code Syntology ran Syntology

14 samples harvested; 0 ran; 0 honoured the contract we drafted; 14 have no recorded run. Read from Syntology's graph 2026-09-24; that is when this build read the record, not when the samples ran.

14unverified

Licence: 0 of the 14 samples are pointer only, meaning Syntology does not serve that copy's text. This page shows no code text for any sample; each one links to its file in the repository.

Harvested from 2 repositories linked to this paper, official or community; each sample names its own and says which. “Ran” means the sample executed on a synthesized input. It does not mean the output is correct, and nothing here reproduces the paper's results. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code.

Each sample ends with its code_sha256, Syntology's identity for that exact code. An agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

Repository labels, per sample. official repository: The archive marks this repository official for the paper. named in the paper: The archive records that the paper mentions this repository; it is not marked official. community (archive-listed): In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper. found in paper text by Syntology: 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. Samples from a repository marked official are listed first. Licence labels name the repository's licence as recorded at harvest. “Pointer only” means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence label for the reason. File links open the file on GitHub at the default branch, which may have changed since the harvest.

activation_layer kupuSs/DIEN-pipline/main/activation.py community (archive-listed) unverified Apache-2.0 (permissive) · e104b06ecdb1248e · report
auxiliary_net kupuSs/DIEN-pipline/main/dien.py community (archive-listed) unverified Apache-2.0 (permissive) · 8f14a15b98aa8424 · report
encoder_sparse_feature_test kupuSs/DIEN-pipline/data_process/feature_process.py community (archive-listed) unverified Apache-2.0 (permissive) · 78b96bd66f1811b1 · report
encoder_sparse_feature_train kupuSs/DIEN-pipline/data_process/feature_process.py community (archive-listed) unverified Apache-2.0 (permissive) · b907dd863fd69ea0 · report
fit GitHub-HongweiZhang/prediction-flow/prediction_flow/pytorch/functions.py community (archive-listed) unverified MIT (permissive) · 44610d575b31e33c · report
get_fixlen_feature_names kupuSs/DIEN-pipline/main/inputs.py community (archive-listed) unverified Apache-2.0 (permissive) · d6b137f539161a96 · report
get_input kupuSs/DIEN-pipline/data_process/feature_process_parallel.py community (archive-listed) unverified Apache-2.0 (permissive) · 92cd6e35ce4dd619 · report
get_inputs_list kupuSs/DIEN-pipline/main/inputs.py community (archive-listed) unverified Apache-2.0 (permissive) · 05796c38e27e1f97 · report
get_stats kupuSs/DIEN-pipline/data_process/utils.py community (archive-listed) unverified Apache-2.0 (permissive) · ccf9fd2e5c97ebea · report
get_varlen_feature_names kupuSs/DIEN-pipline/main/inputs.py community (archive-listed) unverified Apache-2.0 (permissive) · 3265836b7310a8ee · report
predict GitHub-HongweiZhang/prediction-flow/prediction_flow/pytorch/functions.py community (archive-listed) unverified MIT (permissive) · c3d04f508c82a301 · report
reduce_mem_usage_sd kupuSs/DIEN-pipline/data_process/utils.py community (archive-listed) unverified Apache-2.0 (permissive) · 7c6c9f847c54ad28 · report
sd kupuSs/DIEN-pipline/data_process/utils.py community (archive-listed) unverified Apache-2.0 (permissive) · 48dfdb09af366938 · report
truncated_sequence kupuSs/DIEN-pipline/data_process/feature_process.py community (archive-listed) unverified Apache-2.0 (permissive) · c1acb34b5eb2c10f · report

Tasks

Click-Through Rate PredictionDeep LearningPrediction

Results from the paper archive 2025-07-28

TaskDatasetModelMetricValueRank at snapshotLeaderboardReport
Click-Through Rate Prediction Amazon Dataset DIEN AUC 0.7792 #1 of 1 Archive leaderboard report

Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections