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Contributed Talks
Mon Apr 27 05:00 AM -- 05:45 AM (PDT) None
Contributed Talks
Invited Talk
Mon Apr 27 05:45 AM -- 06:30 AM (PDT) None
Controlling complex fluid flows with reinforcement learning and differentiable solvers
Invited Talk
Mon Apr 27 06:30 AM -- 07:15 AM (PDT) None
Can we hope that scientific foundation models learn the bitter lesson and achieve neural scaling?
Invited Talk
Mon Apr 27 09:00 AM -- 09:45 AM (PDT) None
Rethinking Diffusion Models for Science: From Generation to Faithful Reconstruction
Invited Talk
Mon Apr 27 09:45 AM -- 10:30 AM (PDT) None
Foundation Models for Structured Data
Invited Talk
Mon Apr 27 10:30 AM -- 11:15 AM (PDT) None
What physics can ML models discover from data? Exploring General-Purpose Models from Molecular Dynamics to 3D Turbulence
Invited Talk
Mon Apr 27 12:00 PM -- 12:45 PM (PDT) None
Grounding foundation models for physical sciences
Poster
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Predicting New Concept--Object Associations in Astronomy by Mining the Literature
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OpenReview]
Poster
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Surrogate-Assisted Pedestrian Protection Design via a Foundation Model–Orchestrated Workflow
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OpenReview]
Poster
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SENDAI: A Hierarchical Sparse-measurement, EfficieNt Data AssImilation Framework
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OpenReview]
Poster
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Learning What's Real: Disentangling Signal and Measurement Artifacts in Multi-Sensor Data, with Applications to Astrophysics
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OpenReview]
Poster
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The Right Inductive Bias for the Job: Dependency-Aware Masking for Scientific Foundation Models
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OpenReview]
Poster
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Zatom-1: A Multimodal Flow Foundation Model for 3D Molecules and Materials
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OpenReview]
Poster
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Foundation Models as Physical Priors: Decoupling Geometric Reasoning from Small-Molecule Solubility Prediction
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OpenReview]
Poster
None
Vehicle Surface Pressure Prediction from 2D Sketches via a Pre-Trained Diffusion Model
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OpenReview]
Poster
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FINGERS-7B: A Multi-Omic Foundation Model for Precision Biomarker Discovery
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OpenReview]
Poster
None
Test-Time Tuned Language Models Enable End-to-end De Novo Molecular Structure Generation from MS/MS Spectra
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OpenReview]
Poster
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Towards Understanding Hybrid Protein Language Model Design: A Systematic Ablation and Interpretability Study
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OpenReview]
Poster
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Kraus Constrained Sequence Learning For Quantum Trajectories from Continuous Measurement
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OpenReview]
Poster
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Learning Enhanced Protein Representations from Molecular Dynamics via Temporal GNNs
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OpenReview]
Poster
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Hierarchy-Guided Multimodal Representation Learning for Taxonomic Inference
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OpenReview]
Poster
None
Foundation models for agricultural sciences - Challenges and opportunities
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Slides]
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Poster]
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OpenReview]
Poster
None
Evaluating Expert Specialization in Mixture-of-Experts Antibody Language Models
[
OpenReview]
Poster
None
Does Aurora Encode Atmospheric Structure? Latent Regime Analysis and Attribution
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OpenReview]
Poster
None
From Weather to Weathering: Foundation Models for Carbon Removal via Rock Weathering
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Poster]
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OpenReview]
Poster
None
Understanding The Limits Of Text-Only Molecular Reasoning: A Case Study In Synthetic Chain-Of-Thought Supervision
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OpenReview]
Poster
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When Protein Dynamics Matter: Integrating Molecular Dynamics into Protein Foundation Models
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OpenReview]
Poster
None
Beyond Independent Frames: Latent Attention Masked Autoencoders for Multi-View Echocardiography
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OpenReview]
Poster
None
SciPredict: Can LLMs Predict the Outcomes of Scientific Experiments in Natural Sciences?
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OpenReview]
Poster
None
The Reliability Gap in Agentic Evidence Verification for Materials Science
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OpenReview]
Poster
None
Back to BERT in 2026: ModernGENA as a Strong, Efficient Baseline for DNA Foundation Models
[
OpenReview]
Poster
None
Higher-order grammar representations for molecular topology generation and understanding
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Poster]
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OpenReview]
Poster
None
When Does Context Help? A Systematic Study of Target-Conditional Molecular Property Prediction
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OpenReview]
Poster
None
ECLIPSE: A Composable Pipeline for Predicting ecDNA Formation, Evolution, and Therapeutic Vulnerabilities in Cancer
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OpenReview]
Poster
None
Information-Theoretic Requirements for Gradient-Based Task Affinity Estimation in Multi-Task Learning
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OpenReview]
Poster
None
MMAI Gym for Science: Training Liquid Foundation Models for Drug Discovery
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OpenReview]
Poster
None
Darwin-7B: A Multi-Omic Foundation Model for the Human Gut Microbiome\\via Sparsified Quality-Aware Tokenization
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OpenReview]
Poster
None
(Sparse) Attention to the Details: Preserving Spectral Fidelity in ML-based Weather Forecasting Models
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OpenReview]
Poster
None
Efficient Tail-Aware Generative Optimization via Flow Model Fine-Tuning
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Poster]
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OpenReview]
Poster
None
FIRE: Multi-fidelity Regression with Distribution-conditioned In-context Learning using Tabular Foundation Models
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OpenReview]
Poster
None
Benchmarking foundation models for unsupervised discovery in large multimodal astrophysical datasets
[
OpenReview]
Poster
None
MOOSE: Targeted Small Molecule Generation via Multi-Objective-Guided Discrete Diffusion
[
OpenReview]
Poster
None
Single-Position Intervention Fails: Distributed Output Templates Drive In-Context Learning
[
OpenReview]
Poster
None
SNOOPPI: Sequence-Normalized Database of On- and Off-Target Protein-Protein Interactions
[
OpenReview]
Poster
None
Hybrid Physics-Informed Transformers vs. Traditional Machine Learning for Operational Snow Water Equivalent Forecasting: A Multi-Basin Evaluation
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OpenReview]
Poster
None
Full-length mRNA Design with Reward-Guided Masked Diffusion Model Fine-Tuning
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OpenReview]
Poster
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SaDiT: Efficient Protein Backbone Design via Latent Structural Tokenization and Diffusion Transformers
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OpenReview]
Poster
None
AI Driven Discovery of Bio Ecological Mediation in Cascading Heatwave Risks
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OpenReview]
Poster
None
Built-in Safeguards for Auto-regressive Protein Foundation Models through Self-play
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OpenReview]
Poster
None
Sparse Probes, Murky Physics: Interpretability Challenges in a Foundation Model for Continuum Dynamics
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OpenReview]
Poster
None
ST-Align: Multi-Scale Image-Gene Foundation Modeling for Spatial Transcriptomics via Spot-Niche Alignment
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Poster]
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OpenReview]
Poster
None
Symmetry-Aware Entropy Reinforcement Learning for Chaos Accurate Holographic Duals in NISQ Hardware
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OpenReview]
Poster
None
Unified Cross-Scale 3D Generation and Understanding via Autoregressive Modeling
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OpenReview]
Poster
None
EVIDENCE-GATED SCIENTIFIC QA WITH EXPLICIT ABSTENTION AND PAGE-LEVEL PROVENANCE
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OpenReview]
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