Methods › General › Negative Sampling › MBS

Model-based Subsampling

MBS

11 papers tagged archive 2025-07-28

Introduced by Xincan Feng et al. in Model-based Subsampling for Knowledge Graph Completion

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

To avoid the problem caused by low-frequent entity-relation pairs, our MBS uses the estimated probabilities from a trained model θ′ to calculate frequencies for each triplet and query. By using θ′, the NS loss in KGE with MBS is represented as follows: ℓ_(mbs)(θ;θ′) = -1/(|D|)∑_((x,y) ∈D) [A_(mbs)(θ′)log(σ(s_θ(x,y)+γ)) +1/νsum_(yᵢ∼pₙ(yᵢ|x))^νB_(mbs)(θ′)log(σ(-s_θ(x,yᵢ)-γ))],

Paper Source

Papers archive 2025-07-28

11 shown of 11, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

Sensing-Aware Transmit Waveform/Receive Filter Design for OFDM-MBS Systems
25 Jun 2025 · 0 repositories · arXiv:2506.20231
Continually Self-Improving Language Models for Bariatric Surgery Question--Answering
22 May 2025 · 0 repositories · arXiv:2505.16102
Deep Learning for Super-resolution Ultrasound Imaging with Spatiotemporal Data
29 Jul 2024 · 0 repositories · arXiv:2407.20407
Enhancing super-resolution ultrasound localisation through multi-frame deconvolution exploiting spatiotemporal coherence
8 Jul 2024 · 0 repositories · arXiv:2407.06373
Enhancing the Efficiency and Accuracy of Underlying Asset Reviews in Structured Finance: The Application of Multi-agent Framework
7 May 2024 · 1 repository · arXiv:2405.04294
Target Localization with Macro and Micro Base Stations Cooperative Sensing
5 May 2024 · 0 repositories · arXiv:2405.02873
TRAMBA: A Hybrid Transformer and Mamba Architecture for Practical Audio and Bone Conduction Speech Super Resolution and Enhancement on Mobile and Wearable Platforms
2 May 2024 · 0 repositories · arXiv:2405.01242
Multilingual Brain Surgeon: Large Language Models Can be Compressed Leaving No Language Behind
6 Apr 2024 · 1 repository · arXiv:2404.04748
Causal effects of the Fed's large-scale asset purchases on firms' capital structure
28 Oct 2023 · 0 repositories · arXiv:2310.18638
UAV Swarm-enabled Collaborative Secure Relay Communications with Time-domain Colluding Eavesdropper
3 Oct 2023 · 0 repositories · arXiv:2310.01980
Model-based Subsampling for Knowledge Graph Completion
17 Sep 2023 · 1 repository · arXiv:2309.09296

Tasks archive 2025-07-28

18 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Task	Papers
Super-Resolution	3
Deep Learning	1
Denoising	1
Graph Embedding	1
ISAC	1
Integrated sensing and communication	1
Knowledge Graph Completion	1
Knowledge Graph Embedding	1
Large Language Model	1
Mamba	1
Management	1
Misinformation	1
Model Compression	1
Question Answering	1
RAG	1
Retrieval-augmented Generation	1
Speech Enhancement	1
model	1

Usage over time archive 2025-07-28

Papers per year the archive tags with this method, by the paper's archive date (11 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Negative Sampling

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