CPAL 2025 Proceedings Track Submissions

Sufficient and Necessary Explanations (and What Lies in Between)
Beepul Bharti, Paul Yi, Jeremias Sulam
- Published: 11 Feb 2025, Last Modified: 26 May 2025
- CPAL 2025 (Proceedings Track) Oral
- Readers: Everyone
FedPeWS: Personalized Warmup via Subnetworks for Enhanced Heterogeneous Federated Learning
Nurbek Tastan, Samuel Horváth, Martin Takáč, Karthik Nandakumar
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
AgentHPO: Large Language Model Agent for Hyper-Parameter Optimization
Siyi Liu, Chen Gao, Yong Li
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
White-box Error Correction Code Transformer
Ziyan Zheng, Chin Wa Lau, Nian Guo, Xiang Shi, Shao-Lun Huang
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
A unified framework for Sparse plus Low-Rank Matrix Decomposition for LLMs
Mehdi Makni, Kayhan Behdin, Zheng Xu, Natalia Ponomareva, Rahul Mazumder
- Published: 11 Feb 2025, Last Modified: 09 Mar 2025
- CPAL 2025 (Proceedings Track) Oral
- Readers: Everyone
Exact and Rich Feature Learning Dynamics of Two-Layer Linear Networks
Wei Huang, Wuyang Chen, zhiqiang xu, Zhangyang Wang, Taiji Suzuki
- Published: 11 Feb 2025, Last Modified: 09 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Unlock the Theory behind Scaling 1-bit Neural Networks
Majid Daliri, Zhao Song, Chiwun Yang
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Are all layers created equal: A neural collapse perspective
Jinxin Zhou, Jiachen Jiang, Zhihui Zhu
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Large-Scale Multiway Clustering with Seeded Clustering
Jiaxin Hu
- Published: 11 Feb 2025, Last Modified: 20 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers
Haoyang Liu, Aditya Singh, Yijiang Li, Haohan Wang
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Oral
- Readers: Everyone
Closure Discovery for Coarse-Grained Partial Differential Equations Using Grid-based Reinforcement Learning
Jan-Philipp von Bassewitz, Sebastian Kaltenbach, Petros Koumoutsakos
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Oral
- Readers: Everyone
Learning Effective Dynamics across Spatio-Temporal Scales of Complex Flows
Han Gao, Sebastian Kaltenbach, Petros Koumoutsakos
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Explaining and Mitigating the Modality Gap in Contrastive Multimodal Learning
Can Yaras, Siyi Chen, Peng Wang, Qing Qu
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
MoXCo: How I learned to stop exploring and love my local minima?
Esha Singh, Shoham Sabach, Yu-Xiang Wang
- Published: 11 Feb 2025, Last Modified: 09 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Enhancing Video Representation Learning with Temporal Differentiation
Siyi Chen, Minkyu Choi, Zesen Zhao, Kuan Han, Qing Qu, Zhongming Liu
- Published: 11 Feb 2025, Last Modified: 14 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Concept Bottleneck Model with Zero Performance Loss
Zhenzhen Wang, Aleksander Popel, Jeremias Sulam
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Revisiting the Initial Steps in Adaptive Gradient Descent Optimization
Abulikemu Abuduweili, Changliu Liu
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Asymptotic Behavior of the Coordinate Ascent Variational Inference in Singular Models
Sean C Plummer, Anirban Bhattacharya, Debdeep Pati, Yun Yang
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Towards Vector Optimization on Low-Dimensional Vector Symbolic Architecture
Shijin Duan, Yejia Liu, Gaowen Liu, Ramana Rao Kompella, Shaolei Ren, Xiaolin Xu
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Hamiltonian Mechanics of Feature Learning: Bottleneck Structure in Leaky ResNets
Arthur Jacot, Alexandre Kaiser
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Oral
- Readers: Everyone
Heterogeneous Decision Making in Mixed Traffic: Uncertainty-aware Planning and Bounded Rationality
Hang Wang, Qiaoyi Fang, Junshan Zhang
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Adaptive Batch Size Schedules for Distributed Training of Language Models with Data and Model Parallelism
Tim Tsz-Kit Lau, Weijian Li, Chenwei Xu, Han Liu, Mladen Kolar
- Published: 11 Feb 2025, Last Modified: 09 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Learning of Patch-Based Smooth-Plus-Sparse Models for Image Reconstruction
Stanislas Ducotterd, Sebastian Neumayer, Michael Unser
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Q-GaLore: Quantized GaLore with INT4 Projection and Layer-Adaptive Low-Rank Gradients
Zhenyu Zhang, AJAY KUMAR JAISWAL, Lu Yin, Shiwei Liu, Jiawei Zhao, Yuandong Tian, Zhangyang Wang
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone
Quantum EigenGame for excited state calculation
David A. Quiroga, Jason Han, Anastasios Kyrillidis
- Published: 11 Feb 2025, Last Modified: 06 Mar 2025
- CPAL 2025 (Proceedings Track) Poster
- Readers: Everyone