Differentiable Adversarial Attacks for Marked Temporal Point Processes
Authors: Pritish Chakraborty, Vinayak Gupta, Rahul R, Srikanta J. Bedathur, Abir De
AAAI 2025 | Venue PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Our experiments on four real-world datasets demonstrate the offensive and defensive capabilities, and lower inference times of PERMTPP. 4 Experiments Here, we evaluate PERMTPP by its ability to reduce the performance of learner s MTPP M b w. We present the results in Table 2. |
| Researcher Affiliation | Academia | 1Indian Institute of Technology Bombay 2University of Washington Seattle 3Indian Institute of Technology Delhi EMAIL, EMAIL, EMAIL |
| Pseudocode | No | The paper describes the method PERMTPP in detail but does not present it in a structured pseudocode or algorithm block. |
| Open Source Code | Yes | All codes for PERMTPP are available at: https://github.com/data-iitd/advtpp. |
| Open Datasets | Yes | Datasets: We use Taobao (Chen et al. 2019), Twitter (Mei and Eisner 2017), Electricity (Murray, Stankovic, and Stankovic 2017), and Health (Gupta, Bedathur, and De 2022; Baim et al. 1986) datasets. |
| Dataset Splits | Yes | Given a dataset of CTESs D = {H}, we split D into 70% training, 10% validation and 20% test set. |
| Hardware Specification | No | The paper does not provide specific hardware details (e.g., exact GPU/CPU models, processor types, or memory amounts) used for running its experiments. |
| Software Dependencies | No | The paper does not provide specific software dependencies with version numbers (e.g., library or solver names with version numbers) needed to replicate the experiment. |
| Experiment Setup | No | The paper describes the optimization problem with hyperparameters ρD and ρA,B and mentions a temperature parameter τ for the Gumbel-Sinkhorn network, but it does not explicitly provide their specific values or other experimental setup details such as learning rate, batch size, or optimizer settings in the main text. |