Gradient-Based Sample Selection for Black-Box Universal Domain Adaptation
Authors: Qiuyan He, Minghua Deng
AAAI 2025 | Venue PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Experiments on benchmarks show the state-of-the-art performance of GSS compared to typical methods, including source models or source data dependent methods. |
| Researcher Affiliation | Academia | Qiuyan He1, Minghua Deng1,2,3*, 1School of Mathematical Sciences, Peking University 2Center for Statistical Science, Peking University 3Center for Quantitative Biology, Peking University EMAIL, EMAIL |
| Pseudocode | No | The paper describes methods and formulas but does not include a dedicated pseudocode or algorithm block. |
| Open Source Code | No | The paper does not provide a direct link to a source code repository or an explicit statement about the release of their implementation code for GSS. |
| Open Datasets | Yes | We use four benchmark datasets in DA: Office (Saenko et al. 2010), Office Home (OH) (Venkateswara et al. 2017), Vis DA (Peng et al. 2017) and Domain Net (Peng et al. 2019). |
| Dataset Splits | Yes | We follow existing methods (Saito and Saenko 2021; Deng et al. 2021) to split datasets and the split |Ls Lt|/|Ls Lt|/|Lt Ls| is showed in each table. Type Method Office (10/10/11) Vis DA (6/3/3) A2W D2W W2D A2D D2A W2A Avg |
| Hardware Specification | No | The paper does not specify the exact hardware components (e.g., GPU models, CPU types) used for running the experiments. |
| Software Dependencies | No | The paper mentions using Res Net50 (He et al. 2016) pre-trained on Image Net (Deng et al. 2009) as the backbone network, but does not provide specific version numbers for software libraries, frameworks, or programming languages used for implementation. |
| Experiment Setup | Yes | For Office, Office Home, Vis DA and Domain Net, we set Kclu = 35, 70, 20 and 300 respectively under all DA settings. Besides, we let e0 = 0.1 in all experiments. |