Papers
12094 papers
ICML2025
Understanding Generalization in Quantum Machine Learning with Margins
Summary pending...
Quantum Machine LearningGeneralizationMargin
ICML2025
What Do Learning Dynamics Reveal About Generalization in LLM Mathematical Reasoning?
Summary pending...
reasoninggeneralizationmemorization
ICML2025
Sample Complexity of Branch-length Estimation by Maximum Likelihood
Summary pending...
branch length estimationstatistical estimation on networkscoordinate maximization
ICML2025
Learning Survival Distributions with the Asymmetric Laplace Distribution
Summary pending...
Deep Learning; Survival Analysis; Asymmetric Laplace Distribution; Censored Data
ICML2025
Automatically Interpreting Millions of Features in Large Language Models
Summary pending...
interpretabilitylanguage modelsae
ICML2025
Compositional Risk Minimization
Summary pending...
Compositional GeneralizationOut of Distribution GeneralizationProvable Extrapolation
ICML2025
Novelty Detection in Reinforcement Learning with World Models
Summary pending...
Anomaly DetectionSafety Mechanisms
ICML2025
LLMs can see and hear without any training
Summary pending...
large language modelsLLMsmultimodal
ICML2025
Thinking LLMs: General Instruction Following with Thought Generation
Summary pending...
thought generationCoTpreference learning
ICML2025
Behavioral Exploration: Learning to Explore via In-Context Adaptation
Summary pending...
in-context learningexplorationadaptive agents
ICML2025
Generalized additive models via direct optimization of regularized decision stump forests
Summary pending...
generalized additive modelsinterpretabilitydecision forests
ICML2025
SITCOM: Step-wise Triple-Consistent Diffusion Sampling For Inverse Problems
Summary pending...
Diffusion Model; Inverse Problems; Image Restoration; MRI
ICML2025
Improving Soft Unification with Knowledge Graph Embedding Methods
Summary pending...
Neuro-Symbolic SystemsKnowledge Graph Embedding
ICML2025
IT$^3$: Idempotent Test-Time Training
Summary pending...
idempotence;generalization;test-time training
ICML2025
Cavia: Camera-controllable Multi-view Video Diffusion with View-Integrated Attention
Summary pending...
Video GenerationCamera Control3D Consistency
ICML2025
Shielded Diffusion: Generating Novel and Diverse Images using Sparse Repellency
Summary pending...
Diffusion ModelGuidanceRepellency
ICML2025
LaMAGIC2: Advanced Circuit Formulations for Language Model-Based Analog Topology Generation
Summary pending...
Analog Circuit AutomationLanguage Model
ICML2025
Theoretical guarantees on the best-of-n alignment policy
Summary pending...
Alignmentrejection samplingKL divergence
ICML2025
Raising the Bar: Investigating the Values of Large Language Models via Generative Evolving Testing
Summary pending...
Model evaluationAdaptive testingPsychometrics
ICML2025
DOLPHIN: A Programmable Framework for Scalable Neurosymbolic Learning
Summary pending...
neurosymbolic learningscalabilityvectorization