Research map / Learning theory and algorithms / Kernels and regression theory
Leveraging Low-Rank Relations Between Surrogate Tasks in Structured Prediction
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Replace Hilbert-Schmidt regularization with trace-norm regularization (ablation) | SELF · Movielens 100k | pairwise ranking error: 0.312 ~(7 0.005) -> 0.156 ~(7 0.005) | Helped |
| Replace Hilbert-Schmidt regularization with trace-norm regularization (ablation) | SELF · Jester1 | pairwise ranking error: 0.386 ~(7 0.005) -> 0.247 ~(7 0.002) | Helped |
| Replace Hilbert-Schmidt regularization with trace-norm regularization (ablation) | SELF · Jester2 | pairwise ranking error: 0.366 ~(7 0.002) -> 0.340 ~(7 0.003) | Helped |
| Replace Hilbert-Schmidt regularization with trace-norm regularization (ablation) | SELF · Jester3 | pairwise ranking error: 0.375 ~(7 0.005) -> 0.343 ~(7 0.003) | Helped |
| Replace Hilbert-Schmidt regularization with trace-norm regularization (ablation) | SELF · Sushi | pairwise ranking error: 0.391 ~(7 0.003) -> 0.313 ~(7 0.003) | Helped |
Closest papers by meaning
- A Consistent Regularization Approach for Structured Prediction (NeurIPS 2016 · similarity 0.91)
- On Structured Prediction Theory with Calibrated Convex Surrogate Losses (NeurIPS 2017 · similarity 0.90)
- Bandit and Delayed Feedback in Online Structured Prediction (NeurIPS 2025 · similarity 0.87)
- Realizable $H$-Consistent and Bayes-Consistent Loss Functions for Learning to Defer (NeurIPS 2024 · similarity 0.86)
- Incorporating Surrogate Gradient Norm to Improve Offline Optimization Techniques (NeurIPS 2024 · similarity 0.85)
- Trading off Consistency and Dimensionality of Convex Surrogates for Multiclass Classification (NeurIPS 2024 · similarity 0.85)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.