Papers

12094 papers

ICML2025

Hessian Geometry of Latent Space in Generative Models

Summary pending...

fisher metrichessian metricdiffusion models
ICML2025

A Variational Framework for Improving Naturalness in Generative Spoken Language Models

Summary pending...

Generative Spoken Language Modeling;Speech Language Model
ICML2025

Adaptive kernel predictors from feature-learning infinite limits of neural networks

Summary pending...

Kernel methods; feature learning; Bayesian networks
ICML2025

Doubly Robust Fusion of Many Treatments for Policy Learning

Summary pending...

calibration weightingindividualized treatment rulefused Lasso
ICML2025

Differential Privacy Guarantees of Markov Chain Monte Carlo Algorithms

Summary pending...

Differential PrivacyMarkov Chain Monte Carlo MethodsGirsanov's theorem
ICML2025

Permutation-Free High-Order Interaction Tests

Summary pending...

high-order interaction; kernel method; permutation-free
ICML2025

Advancing Constrained Monotonic Neural Networks: Achieving Universal Approximation Beyond Bounded Activations

Summary pending...

MonotonicNeural Network
ICML2025

Propagate and Inject: Revisiting Propagation-Based Feature Imputation for Graphs with Partially Observed Features

Summary pending...

graph neural networksgraphsmissing features
ICML2025

Proactive Agents for Multi-Turn Text-to-Image Generation Under Uncertainty

Summary pending...

Prompt UnderspecificationInterpretabilityExplainable AI
ICML2025

QoS-Efficient Serving of Multiple Mixture-of-Expert LLMs Using Partial Runtime Reconfiguration

Summary pending...

Mixture-of-ExpertsLarge Language ModelsVirtualization
ICML2025

Simultaneous Multi-Robot Motion Planning with Projected Diffusion Models

Summary pending...

Multi-Agent Path PlanningDiffusion Models
ICML2025

PyTDC: A multimodal machine learning training, evaluation, and inference platform for biomedical foundation models

Summary pending...

biological chemistrybiomedical AIcomputational biology
ICML2025

Minerva: A Programmable Memory Test Benchmark for Language Models

Summary pending...

LLM evaluationLLM capabilitycontext utilization
ICML2025

LIFT the Veil for the Truth: Principal Weights Emerge after Rank Reduction for Reasoning-Focused Supervised Fine-Tuning

Summary pending...

Sparse Fine-tuningLow-Rank ApproximationMemory Efficiency
ICML2025

Winner-takes-all for Multivariate Probabilistic Time Series Forecasting

Summary pending...

Time-series forecastingQuantizationProbabilistic methods
ICML2025

Lower Bounds for Chain-of-Thought Reasoning in Hard-Attention Transformers

Summary pending...

theorylower boundschain-of-thought
ICML2025

Avoiding spurious sharpness minimization broadens applicability of SAM

Summary pending...

Sharpness Aware MinimizationSAMHessian
ICML2025

Learning to Incentivize in Repeated Principal-Agent Problems with Adversarial Agent Arrivals

Summary pending...

Principal-agent problemIncentive designRegret Minimization
ICML2025

Automatic Reward Shaping from Confounded Offline Data

Summary pending...

CausalityReinforcement LearningReward Shaping
ICML2025

Quantifying Prediction Consistency Under Fine-tuning Multiplicity in Tabular LLMs

Summary pending...

Tabular LLMModel MultiplicityFew-shot Learning