Papers
12094 papers
ICML2025
Batch List-Decodable Linear Regression via Higher Moments
Summary pending...
Robust Statistics;Linear Regression;Sum of Square
ICML2025
Zero-shot Meta-learning for Tabular Prediction Tasks with Adversarially Pre-trained Transformer
Summary pending...
zero-shotmeta-learningadversarial training
ICML2025
Attributes Shape the Embedding Space of Face Recognition Models
Summary pending...
Face RecognitionRepresentation LearningInterpretability
ICML2025
Safety Certificate against Latent Variables with Partially Unidentifiable Dynamics
Summary pending...
Control SystemStochastic SystemSafety
ICML2025
Topology-aware Neural Flux Prediction Guided by Physics
Summary pending...
Physics guided machine learningGraph neural networkTopology-aware
ICML2025
Direct Motion Models for Assessing Generated Videos
Summary pending...
metricsvideosmotion
ICML2025
Learning Mixtures of Experts with EM: A Mirror Descent Perspective
Summary pending...
Expectation Maximization (EM)Mixtures of Experts (MoE)Mirror Descent
ICML2025
Actor-Critics Can Achieve Optimal Sample Efficiency
Summary pending...
actor-criticpolicy gradientstrategic exploration
ICML2025
Limitations of measure-first protocols in quantum machine learning
Summary pending...
Quantum machine learningQuantum-classical learning separationsLearning theory
ICML2025
Nearly Optimal Sample Complexity for Learning with Label Proportions
Summary pending...
sample complexityaggregate labelsempirical risk minimization
ICML2025
Distinguishing Cause from Effect with Causal Velocity Models
Summary pending...
causal discoveryfunctional causal modelsdynamical systems
ICML2025
Global Convergence and Rich Feature Learning in $L$-Layer Infinite-Width Neural Networks under $\mu$ Parametrization
Summary pending...
Feature learningNeural networks$\mu$P
ICML2025
Tuning LLM Judge Design Decisions for 1/1000 of the Cost
Summary pending...
LLM judgeLLM evaluationhyperparameter optimization
ICML2025
An Architecture Search Framework for Inference-Time Techniques
Summary pending...
inference-time techniquestest-time scalingmachine learning
ICML2025
Connecting Thompson Sampling and UCB: Towards More Efficient Trade-offs Between Privacy and Regret
Summary pending...
banditsThompson Samplingprivacy
ICML2025
FSL-SAGE: Accelerating Federated Split Learning via Smashed Activation Gradient Estimation
Summary pending...
federated split learningcommunication efficient split learningclient-constrained federated learning
ICML2025
Since Faithfulness Fails: The Performance Limits of Neural Causal Discovery
Summary pending...
causal discoveryfaithfulness assumptionneural networks
ICML2025
Aligning Spoken Dialogue Models from User Interactions
Summary pending...
Speech AlignmentAudio Language ModelConversational Model
ICML2025
ESPFormer: Doubly-Stochastic Attention with Expected Sliced Transport Plans
Summary pending...
Geometric deep learningOptimal TransportAttention mechanism
ICML2025
Benefits of Early Stopping in Gradient Descent for Overparameterized Logistic Regression
Summary pending...
Implicit RegularizationGDEarly Stopping