Papers
12094 papers
ICML2025
The Lock-in Hypothesis: Stagnation by Algorithm
Summary pending...
Value lock-inHuman-AI interactionAI Alignment
ICML2025
Dialogue Without Limits: Constant-Sized KV Caches for Extended Response in LLMs
Summary pending...
Large Language ModelKey-Value Cache Compression
ICML2025
A New Concentration Inequality for Sampling Without Replacement and Its Application for Transductive Learning
Summary pending...
Concentration InequalitySampling Without ReplacementTransductive Local Rademacher Complexity
ICML2025
LensLLM: Unveiling Fine-Tuning Dynamics for LLM Selection
Summary pending...
LLM SelectionPAC-Bayesian TheoryGeneralization Bound
ICML2025
Return Capping: Sample Efficient CVaR Policy Gradient Optimisation
Summary pending...
Reinforcement LearningMachine LearningCVaR
ICML2025
Skip the Equations: Learning Behavior of Personalized Dynamical Systems Directly From Data
Summary pending...
dynamical systemsdifferential equationsODE discovery
ICML2025
Memorization Sinks: Isolating Memorization during LLM Training
Summary pending...
MemorizationLocalizationUnlearning
ICML2025
Modulated Diffusion: Accelerating Generative Modeling with Modulated Quantization
Summary pending...
Diffusion Models; Efficiency; Quantization; Caching Method
ICML2025
Online Laplacian-Based Representation Learning in Reinforcement Learning
Summary pending...
Reinforcement LearningRepresentation learningOnline Learning
ICML2025
UI-Vision: A Desktop-centric GUI Benchmark for Visual Perception and Interaction
Summary pending...
Large language modelsMultimodal modelsLLMs
ICML2025
KinDEL: DNA-Encoded Library Dataset for Kinase Inhibitors
Summary pending...
DELsmall moleculedataset
ICML2025
Near-optimal Sketchy Natural Gradients for Physics-Informed Neural Networks
Summary pending...
Sci-MLPhysics Informed Neural NetworksNatural Gradients
ICML2025
Addressing Concept Mislabeling in Concept Bottleneck Models Through Preference Optimization
Summary pending...
Concept Bottleneck ModelsInterpretable AIXAI
ICML2025
AlphaPO: Reward Shape Matters for LLM Alignment
Summary pending...
llmlarge language modelsdeep learning
ICML2025
What Has a Foundation Model Found? Using Inductive Bias to Probe for World Models
Summary pending...
world modelsfoundation modelsinductive bias
ICML2025
Test-Time Graph Neural Dataset Search With Generative Projection
Summary pending...
Test-Time Adaption (TTA); Graph Neural Networks (GNNs); Distribution Shift; Generative Models
ICML2025
Does Generation Require Memorization? Creative Diffusion Models using Ambient Diffusion
Summary pending...
diffusionmemorizationcorrupted data
ICML2025
Hierarchical Equivariant Policy via Frame Transfer
Summary pending...
robot learningimitation learningrobotic manipulation
ICML2025
PANDAS: Improving Many-shot Jailbreaking via Positive Affirmation, Negative Demonstration, and Adaptive Sampling
Summary pending...
jailbreakinglong-context LLMsin-context learning