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scientific discovery

Papers

Showing 51100 of 464 papers

TitleStatusHype
Scalable Hybrid Learning Techniques for Scientific Data CompressionCode1
Quantitative probing: Validating causal models using quantitative domain knowledgeCode1
Renormalized Mutual Information for Artificial Scientific DiscoveryCode1
PiFlow: Principle-aware Scientific Discovery with Multi-Agent CollaborationCode1
AbductionRules: Training Transformers to Explain Unexpected InputsCode1
Rethinking Symbolic Regression Datasets and Benchmarks for Scientific DiscoveryCode1
Olympus: a benchmarking framework for noisy optimization and experiment planningCode1
Offline Model-Based Optimization: Comprehensive ReviewCode1
Selection by Prediction with Conformal p-valuesCode1
Semi-Supervised Domain Adaptation for Cross-Survey Galaxy Morphology Classification and Anomaly DetectionCode1
Benchmarking AI scientists in omics data-driven biological researchCode1
Symmetry-Informed Geometric Representation for Molecules, Proteins, and Crystalline MaterialsCode1
Neural Symbolic Regression that ScalesCode1
SafeScientist: Toward Risk-Aware Scientific Discoveries by LLM AgentsCode1
MLR-Bench: Evaluating AI Agents on Open-Ended Machine Learning ResearchCode1
Evolving Scientific Discovery by Unifying Data and Background Knowledge with AI HilbertCode1
MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific ResearchCode1
LLM-SR: Scientific Equation Discovery via Programming with Large Language ModelsCode1
AutoML Two-Sample TestCode1
LMR-BENCH: Evaluating LLM Agent's Ability on Reproducing Language Modeling ResearchCode1
Modelling Cellular Perturbations with the Sparse Additive Mechanism Shift Variational AutoencoderCode1
Large Language Models for Scientific Synthesis, Inference and ExplanationCode1
K-Paths: Reasoning over Graph Paths for Drug Repurposing and Drug Interaction PredictionCode1
Learning quantum dynamics with latent neural ODEsCode1
InductionBench: LLMs Fail in the Simplest Complexity ClassCode1
AI Descartes: Combining Data and Theory for Derivable Scientific DiscoveryCode1
Molformer: Motif-based Transformer on 3D Heterogeneous Molecular GraphsCode1
IRIS: Interactive Research Ideation System for Accelerating Scientific DiscoveryCode1
Going From Molecules to Genomic Variations to Scientific Discovery: Intelligent Algorithms and Architectures for Intelligent Genome AnalysisCode1
A Transformer Model for Symbolic Regression towards Scientific DiscoveryCode1
GraphGPT: Graph Learning with Generative Pre-trained TransformersCode1
Gemini: Dynamic Bias Correction for Autonomous Experimentation and Molecular SimulationCode1
Geometric Representation Condition Improves Equivariant Molecule GenerationCode1
Explaining Patterns in Data with Language Models via Interpretable AutopromptingCode1
Large Language Models are Zero Shot Hypothesis ProposersCode1
Large Language Models as Biomedical Hypothesis Generators: A Comprehensive EvaluationCode1
Deep Denoising For Scientific Discovery: A Case Study In Electron MicroscopyCode1
Deep Generative Symbolic RegressionCode1
Constructing Custom Thermodynamics Using Deep LearningCode1
AIGS: Generating Science from AI-Powered Automated FalsificationCode1
Data-driven discovery of Green's functions with human-understandable deep learningCode1
Machine-Guided Discovery of a Real-World Rogue Wave ModelCode1
MLExchange: A web-based platform enabling exchangeable machine learning workflows for scientific studiesCode1
Bayesian optimization with known experimental and design constraints for chemistry applicationsCode1
Deep Learning and Symbolic Regression for Discovering Parametric EquationsCode1
Can Language Models Falsify? Evaluating Algorithmic Reasoning with Counterexample CreationCode1
HSG-12M: A Large-Scale Spatial Multigraph DatasetCode1
Applications of Gaussian Processes at Extreme Lengthscales: From Molecules to Black HolesCode1
BLADE: Benchmarking Language Model Agents for Data-Driven ScienceCode1
ClimateChat: Designing Data and Methods for Instruction Tuning LLMs to Answer Climate Change QueriesCode1
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