2025 Poster "sample complexity" Papers

14 papers found

Breaking Neural Network Scaling Laws with Modularity

Akhilan Boopathy, Sunshine Jiang, William Yue et al.

ICLR 2025posterarXiv:2409.05780
6
citations

Deployment Efficient Reward-Free Exploration with Linear Function Approximation

Zihan Zhang, Yuxin Chen, Jason Lee et al.

NeurIPS 2025poster

Formal Models of Active Learning from Contrastive Examples

Farnam Mansouri, Hans Simon, Adish Singla et al.

NeurIPS 2025posterarXiv:2506.15893

Learning Hierarchical Polynomials of Multiple Nonlinear Features

Hengyu Fu, Zihao Wang, Eshaan Nichani et al.

ICLR 2025posterarXiv:2411.17201
3
citations

Nearly-Linear Time Private Hypothesis Selection with the Optimal Approximation Factor

Maryam Aliakbarpour, Zhan Shi, Ria Stevens et al.

NeurIPS 2025posterarXiv:2506.01162

Non-Convex Tensor Recovery from Tube-Wise Sensing

Tongle Wu, Ying Sun

NeurIPS 2025poster

On the Convergence of Single-Timescale Actor-Critic

Navdeep Kumar, Priyank Agrawal, Giorgia Ramponi et al.

NeurIPS 2025posterarXiv:2410.08868
1
citations

On the Sample Complexity of Differentially Private Policy Optimization

Yi He, Xingyu Zhou

NeurIPS 2025posterarXiv:2510.21060

Revisiting Agnostic Boosting

Arthur da Cunha, Mikael Møller Høgsgaard, Andrea Paudice et al.

NeurIPS 2025posterarXiv:2503.09384
1
citations

Simple and Optimal Sublinear Algorithms for Mean Estimation

Beatrice Bertolotti, Matteo Russo, Chris Schwiegelshohn et al.

NeurIPS 2025posterarXiv:2406.05254

Stabilizing LTI Systems under Partial Observability: Sample Complexity and Fundamental Limits

Ziyi Zhang, Yorie Nakahira, Guannan Qu

NeurIPS 2025poster
1
citations

Streaming Federated Learning with Markovian Data

Khiem HUYNH, Malcolm Egan, Giovanni Neglia et al.

NeurIPS 2025posterarXiv:2503.18807

Technical Debt in In-Context Learning: Diminishing Efficiency in Long Context

Taejong Joo, Diego Klabjan

NeurIPS 2025posterarXiv:2502.04580

Tight Bounds for Answering Adaptively Chosen Concentrated Queries

Emma Rapoport, Edith Cohen, Uri Stemmer

NeurIPS 2025posterarXiv:2507.13700