Papers

12094 papers

ICML2025

Enforcing Idempotency in Neural Networks

Summary pending...

idempotent neural networksnon-convex optimisationgradient-free optimisation
ICML2025

Editable Noise Map Inversion: Encoding Target-image into Noise For High-Fidelity Image Manipulation

Summary pending...

diffusion modelsimage editingdiffusion inversion
ICML2025

The Diffusion Duality

Summary pending...

diffusion language modelsdiffusion modelslarge language models
ICML2025

Active Learning of Deep Neural Networks via Gradient-Free Cutting Planes

Summary pending...

convex optimizationcutting plane methodactive learning
ICML2025

Eliciting Language Model Behaviors with Investigator Agents

Summary pending...

red teaming; posterior inference
ICML2025

Adaptive Elicitation of Latent Information Using Natural Language

Summary pending...

Uncertainty QuantificationNatural LanguageAdaptive Survey Design
ICML2025

Eigenspectrum Analysis of Neural Networks without Aspect Ratio Bias

Summary pending...

LLM PruningWeight Matrix AnalysisSpectral Analysis
ICML2025

A Machine Learning Approach to Duality in Statistical Physics

Summary pending...

DualityStatistical Mechanics
ICML2025

Resolving Lexical Bias in Model Editing

Summary pending...

Model EditingContrastive LearningRepresentation Learning
ICML2025

PASS: Private Attributes Protection with Stochastic Data Substitution

Summary pending...

Privacy ProtectionUtility PreservationInformation Theory
ICML2025

Scaling Collapse Reveals Universal Dynamics in Compute-Optimally Trained Neural Networks

Summary pending...

Scaling LawsOptimization
ICML2025

Learning with Expected Signatures: Theory and Applications

Summary pending...

Probabilistic Machine LearningSignatureExpected Signature
ICML2025

Non-Asymptotic and Non-Lipschitzian Bounds on Optimal Values in Stochastic Optimization Under Heavy Tails

Summary pending...

Sample average approximationdiametrical risk minimizationconfidence bound
ICML2025

Wasserstein Flow Matching: Generative Modeling Over Families of Distributions

Summary pending...

Optimal TransportFlow MatchingGenerative Modeling
ICML2025

The Lock-in Hypothesis: Stagnation by Algorithm

Summary pending...

Value lock-inHuman-AI interactionAI Alignment
ICML2025

Auto-reconfiguration for Latency Minimization in CPU-based DNN Serving

Summary pending...

CPUInference
ICML2025

A Theoretical Framework For Overfitting In Energy-based Modeling

Summary pending...

energy-based modelsoverfittingrandom-matrix theory
ICML2025

Constrained Pareto Set Identification with Bandit Feedback

Summary pending...

pure explorationbandittheoretical analysis
ICML2025

CACTI: Leveraging Copy Masking and Contextual Information to Improve Tabular Data Imputation

Summary pending...

Tabular data imputationInductive biasContext awareness
ICML2025

Byzantine-Resilient Federated Alternating Gradient Descent and Minimization for Partly-Decoupled Low Rank Matrix Learning

Summary pending...

Byzantine robustnessLow Rank Matrix RecoveryMulti-Task Representation Learning