ICML 2025 Workshop SIM Submissions

Network System Forecasting Despite Topology Perturbation
Ramzi Dakhmouche, Ivan Lunati, Hossein Gorji
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
Noise Tolerance of Distributionally Robust Learning
Ramzi Dakhmouche, Ivan Lunati, Hossein Gorji
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
SOAPIA: Siamese-Guided Generation of Off Target-Avoiding Protein Interactions with High Target Affinity
Sophia Vincoff, Oscar Davis, Ismail Ilkan Ceylan, Alexander Tong, Joey Bose, Pranam Chatterjee
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
Competing Event Models: Next Event Prediction Under Interventions
Yoav Wald, Xiang Gao, Rajesh Ranganath
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Oral
- Readers: Everyone
Deep RL Inventory Management with Supply and Capacity Risk Awareness
Defeng Liu, Ying Liu, Carson Eisenach
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
Robust estimation of heterogeneous treatment effects in randomized trials leveraging external data
Rickard K.A. Karlsson, Piersilvio De Bartolomeis, Issa Dahabreh, Jesse H. Krijthe
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
An Object-Attribute Decoupled Approach for Learning Disentangled Representation for Image and Video Analysis
Sanket Gandhi, Atul, Samanyu Mahajan, Rushil Gupta, Vishal Sharma, Arnab Kumar Mondal, Rohan Paul, Parag Singla
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
Enhancing Math Reasoning in Small-sized LLMs via Preview Difficulty-Aware Intervention
XINHAN DI, JoyJiaoW
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
Amortized Active Generation of Pareto Sets
Daniel M. Steinberg, Asiri Wijesinghe, Rafael Oliveira, Piotr Koniusz, Cheng Soon Ong, Edwin V. Bonilla
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Oral
- Readers: Everyone
Thompson Sampling in Function Spaces via Neural Operators
Rafael Oliveira, Xuesong Wang, Kian Ming A. Chai, Edwin V. Bonilla
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
CausalPFN: Amortized Causal Effect Estimation via In-Context Learning
Vahid Balazadeh, Hamidreza Kamkari, Valentin Thomas, Bingru Li, Junwei Ma, Jesse C. Cresswell, Rahul Krishnan
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Oral
- Readers: Everyone
Equipping Graphical Models with Interventions and Interactions Simultaneously
James Enouen, Angela Zhou, Yan Liu
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
Quantized Disentanglement: A Practical Approach
Vitória Barin-Pacela, Kartik Ahuja, Simon Lacoste-Julien, Pascal Vincent
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
Markov-Boundary Consistent Feature Attribution
Mateusz Gajewski, Mateusz Olko, Mikołaj Morzy, Piotr Sankowski
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
Multi-Objective-Guided Generative Design of mRNA with Therapeutic Properties
Sawan Patel, Sophia Tang, Yinuo Zhang, Pranam Chatterjee, Sherwood Yao
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
The Third Pillar of Causal Analysis? A Measurement Perspective on Causal Representations
Dingling Yao, Shimeng Huang, Riccardo Cadei, Kun Zhang, Francesco Locatello
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
MorphGen: Controllable and Morphologically Plausible Generative Cell-Imaging
Berker Demirel, Marco Fumero, Theofanis Karaletsos, Francesco Locatello
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
OOD Detection with Relative Angles
Berker Demirel, Marco Fumero, Francesco Locatello
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
Failure Modes of LLMs for Causal Reasoning on Narratives
Khurram Yamin, Shantanu Gupta, Gaurav Rohit Ghosal, Zachary Chase Lipton, Bryan Wilder
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
LLMs Struggle to Perform Counterfactual Reasoning with Parametric Knowledge
Khurram Yamin, Gaurav Rohit Ghosal, Bryan Wilder
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
A Meta-Learning Approach to Causal Inference
Dragos Cristian Manta, Philippe Brouillard, Dhanya Sridhar
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
Solo Connection: A Parameter Efficient Fine-Tuning Technique for Transformers
Harsh NILESH PATHAK, Randy C. Paffenroth
- Published: 13 Jul 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
TrialCalibre: A Fully Automated Causal Engine for RCT Benchmarking and Observational Trial Calibration
Amir Habibdoust Lafmajani, Xing Song
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
Steering LLM Reasoning Through Bias-Only Adaptation
Viacheslav Sinii, Alexey Gorbatovski, Artem Cherepanov, Boris Shaposhnikov, Nikita Balagansky, Daniil Gavrilov
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone
Learning Treatment Representations for Downstream Instrumental Variable Regression
Shiangyi Lin, Hui Lan, Vasilis Syrgkanis
- Published: 09 Jun 2025, Last Modified: 13 Jul 2025
- ICML 2025 Workshop SIM Poster
- Readers: Everyone