Papers
12094 papers
ICML2025
Optimal Decision Tree Pruning Revisited: Algorithms and Complexity
Summary pending...
parameterized complexityNP-hard problemsefficient algorithms
ICML2025
Implicit Language Models are RNNs: Balancing Parallelization and Expressivity
Summary pending...
State-space modelsdeep equilibrium modelsRNN
ICML2025
Reinforced Learning Explicit Circuit Representations for Quantum State Characterization from Local Measurements
Summary pending...
AI for ScienceQuantum Property EstimationQuantum State Characterization
ICML2025
Parametric Scaling Law of Tuning Bias in Conformal Prediction
Summary pending...
uncertainty quantificationconformal prediction
ICML2025
Scaling Large Motion Models with Million-Level Human Motions
Summary pending...
motion generation
ICML2025
EQ-VAE: Equivariance Regularized Latent Space for Improved Generative Image Modeling
Summary pending...
autoencoderslatent generative modelsregularization
ICML2025
FloE: On-the-Fly MoE Inference on Memory-constrained GPU
Summary pending...
Mixture-of-ExpertsEfficient InferenceModel Compression
ICML2025
Generalization and Robustness of the Tilted Empirical Risk
Summary pending...
Tilted Empirical RiskGeneralization erroruniform bound
ICML2025
rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking
Summary pending...
LLMReasoningSelf-evolution
ICML2025
On Volume Minimization in Conformal Regression
Summary pending...
Conformal Prediction; Minimum Volume Sets
ICML2025
Interpreting CLIP with Hierarchical Sparse Autoencoders
Summary pending...
SAECLIPInterpretability
ICML2025
Come Together, But Not Right Now: A Progressive Strategy to Boost Low-Rank Adaptation
Summary pending...
Parameter-efficient fine-tuninglinear mode connectivitylow-rank adaptation
ICML2025
LongRoPE2: Near-Lossless LLM Context Window Scaling
Summary pending...
Long-Context LLMcontext window extensionRoPE
ICML2025
Sample Complexity of Correlation Detection in the Gaussian Wigner Model
Summary pending...
Correlation detectionGaussian Wigner modelgraph sampling
ICML2025
MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding
Summary pending...
MedicineBenchmarkMultimodal
ICML2025
Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Summary pending...
Large language modelsProcess reward modelSpeculative decoding
ICML2025
Bayesian Basis Function Approximation for Scalable Gaussian Process Priors in Deep Generative Models
Summary pending...
Gaussian ProcessHigh-dimensional time-seriesVariational Autoencoder
ICML2025
SecEmb: Sparsity-Aware Secure Federated Learning of On-Device Recommender System with Large Embedding
Summary pending...
Secure aggregationrecommender systemfederated learning
ICML2025
Adjustment for Confounding using Pre-Trained Representations
Summary pending...
ATEPre-trained ModelsDoubly Robust Estimation
ICML2025
CoPINN: Cognitive Physics-Informed Neural Networks
Summary pending...
Physical informed neural networkSelf-paced learningSeparable learning.