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Workshop
LLM-initialized Differentiable Causal Discovery
Shiv Kampani · David Hidary · Constantijn van der Poel · Martin Ganahl · Brenda Miao
Poster
Fri 11:00 If You Want to Be Robust, Be Wary of Initialization
Sofiane ENNADIR · Johannes Lutzeyer · Michalis Vazirgiannis · El Houcine Bergou
Poster
Wed 16:30 Initializing Services in Interactive ML Systems for Diverse Users
Avinandan Bose · Mihaela Curmei · Daniel Jiang · Jamie Morgenstern · Sarah Dean · Lillian Ratliff · Maryam Fazel
Poster
Fri 11:00 SceneDiffuser: Efficient and Controllable Driving Simulation Initialization and Rollout
Max Jiang · Yijing Bai · Andre Cornman · Christopher Davis · XIUKUN HUANG · Hong Jeon · Sakshum Kulshrestha · John Lambert · Shuangyu Li · Xuanyu Zhou · Carlos Fuertes · Chang Yuan · Mingxing Tan · Yin Zhou · Dragomir Anguelov
Poster
Wed 11:00 Initialization is Critical to Whether Transformers Fit Composite Functions by Reasoning or Memorizing
Zhongwang Zhang · Pengxiao Lin · Zhiwei Wang · Yaoyu Zhang · Zhi-Qin Xu
Poster
Thu 16:30 Initializing Variable-sized Vision Transformers from Learngene with Learnable Transformation
Shiyu Xia · Yuankun Zu · Xu Yang · Xin Geng
Poster
Wed 11:00 In-Context Learning of a Linear Transformer Block: Benefits of the MLP Component and One-Step GD Initialization
Ruiqi Zhang · Jingfeng Wu · Peter Bartlett
Poster
Thu 16:30 Get rich quick: exact solutions reveal how unbalanced initializations promote rapid feature learning
Daniel Kunin · Allan Raventós · Clémentine Dominé · Feng Chen · David Klindt · Andrew Saxe · Surya Ganguli
Poster
Wed 11:00 On the Impacts of the Random Initialization in the Neural Tangent Kernel Theory
Guhan Chen · Yicheng Li · Qian Lin
Poster
Fri 11:00 Local to Global: Learning Dynamics and Effect of Initialization for Transformers
Ashok Vardhan Makkuva · Marco Bondaschi · Adway Girish · Alliot Nagle · Hyeji Kim · Michael Gastpar · Chanakya Ekbote
Poster
Wed 16:30 The Impact of Initialization on LoRA Finetuning Dynamics
Soufiane Hayou · Nikhil Ghosh · Bin Yu
Affinity Event
Thu 19:50 Building inclusive futures now: IndigiGenius' Indigenous CS and AI initiatives
Michelle L Brown · Andrea Delgado-Olson