CPAL 2025 Recent Spotlight Track Submissions

Understanding How Nonlinear Networks Create Linearly Separable Features for Low-Dimensional Data
Alec S Xu, Can Yaras, Peng Wang, Qing Qu
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Shallow Diffuse: Robust and Invisible Watermarking through Low-Dimensional Subspaces in Diffusion Models
Wenda Li, Huijie Zhang, Qing Qu
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Generative Learning for Solving Non-Convex Problem with Multi-Valued Input-Solution Mapping
Enming Liang, Minghua Chen
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Characterizing ResNet’s Universal Approximation Capability
Chenghao Liu, Enming Liang, Minghua Chen
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Active-Dormant Attention Heads: Mechanistically Demystifying Extreme-Token Phenomena in LLMs
Tianyu Guo, Druv Pai, Yu Bai, Jiantao Jiao, Michael I. Jordan, Song Mei
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Mixture-of-Mamba: Enhancing Multi-Modal State-Space Models with Modality-Aware Sparsity
Weixin Liang, Junhong Shen, Genghan Zhang, Ning Dong, Luke Zettlemoyer, LILI YU
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Dependence Induced Representations
Xiangxiang Xu, Lizhong Zheng
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Training Bayesian Neural Networks with Sparse Subspace Variational Inference
Junbo Li, Zichen Miao, Qiang Qiu, Ruqi Zhang
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Rethinking Addressing in Language Models via Contextualized Equivariant Positional Encoding
Jiajun Zhu, Peihao Wang, Ruisi Cai, Jason D. Lee, Pan Li, Zhangyang Wang
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Understanding and Mitigating Bottlenecks of State Space Models through the Lens of Recency and Over-smoothing
Peihao Wang, Ruisi Cai, Yuehao Wang, Jiajun Zhu, Pragya Srivastava, Zhangyang Wang, Pan Li
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Learning Gaussian Multi-Index Models with Gradient Flow: Time Complexity and Directional Convergence
Berfin Simsek, Amire Bendjeddou, Daniel Hsu
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Non-convex matrix sensing: Breaking the quadratic rank barrier in the sample complexity
Dominik Stöger, Yizhe Zhu
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Provable Probabilistic Imaging using Score-based Generative Priors
Yu Sun, Zihui Wu, Yifan Chen, Berthy Feng, Katherine Bouman
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Certified Robustness against Sparse Adversarial Perturbations via Data Localization
Ambar Pal, Rene Vidal, Jeremias Sulam
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Geometry of Neural Reinforcement Learning in Continuous State and Action Spaces
Saket Tiwari, Omer Gottesman, George Konidaris
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
On the Crucial Role of Initialization for Matrix Factorization
Bingcong Li, Liang Zhang, Aryan Mokhtari, Niao He
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Masks, Signs, And Learning Rate Rewinding
Advait Gadhikar, Rebekka Burkholz
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
What's in a Prior? Learned Proximal Networks for Inverse Problems
Zhenghan Fang, Sam Buchanan, Jeremias Sulam
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
WHOMP: Optimizing Randomized Controlled Trials via Wasserstein Homogeneity
Shizhou Xu, Thomas Strohmer
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Relaxed Contrastive Learning for Federated Learning
Seonguk Seo, Jinkyu Kim, Geeho Kim, Bohyung Han
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Mixture-of-Transformers: A Sparse and Scalable Architecture for Multi-Modal Foundation Models
Weixin Liang, LILI YU, Liang Luo, Srini Iyer, Ning Dong, Chunting Zhou, Gargi Ghosh, Mike Lewis, Wen-tau Yih, Luke Zettlemoyer, Xi Victoria Lin
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Learning with Exact Invariances in Polynomial Time
Ashkan Soleymani, Behrooz Tahmasebi, Stefanie Jegelka, Patrick Jaillet
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
A Robust Kernel Statistical Test of Invariance: Detecting Subtle Asymmetries
Ashkan Soleymani, Behrooz Tahmasebi, Stefanie Jegelka, Patrick Jaillet
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Primal-Dual Spectral Representation for Off-policy Evaluation
Yang Hu, Tianyi Chen, Na Li, Kai Wang, Bo Dai
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone
Knowledge-aware Parsimony Learning: A Perspective from Relational Graphs
Quanming Yao, Yongqi Zhang, Yaqing Wang, Nan Yin, James Kwok, Qiang Yang
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Recent Spotlight Track)
- Readers: Everyone