Papers

12094 papers

ICLR2025

DRESSing Up LLM: Efficient Stylized Question-Answering via Style Subspace Editing

Summary pending...

Large Language ModelsStylized Question-AnsweringRepresentation Editing
ICLR2025

LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch

Summary pending...

OptimizationOptimization Problem FormulationProblem Definition
ICLR2025

T2V2: A Unified Non-Autoregressive Model for Speech Recognition and Synthesis via Multitask Learning

Summary pending...

ASRTTSNon-Autoregressive
ICLR2025

A Second-Order Perspective on Model Compositionality and Incremental Learning

Summary pending...

Continual LearningModel CompositionalityEnsemble Learning
ICLR2025

Physics-Informed Diffusion Models

Summary pending...

physics-informedscientific machine learningdenoising diffusion
ICLR2025

A Simple yet Effective $\Delta\Delta G$ Predictor is An Unsupervised Antibody Optimizer and Explainer

Summary pending...

Mutation Effect PredictionMutation Preference ExplanationUnsupervised Protein Evolution
ICLR2025

Identifying latent state transitions in non-linear dynamical systems

Summary pending...

nonlinear icaidentifiabilitydisentanglement
ICLR2025

Neuron based Personality Trait Induction in Large Language Models

Summary pending...

NeuronPersonalityLarge Language models
ICLR2025

Sylber: Syllabic Embedding Representation of Speech from Raw Audio

Summary pending...

Self-supervised learningspeech representationspoken language model
ICLR2025

How to Verify Any (Reasonable) Distribution Property: Computationally Sound Argument Systems for Distributions

Summary pending...

property testingdistribution testinginteractive proofs
ICLR2025

Lean-STaR: Learning to Interleave Thinking and Proving

Summary pending...

Automated Theorem ProvingChain-of-ThoughtReinforcement Learning
ICLR2025

TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis

Summary pending...

time seriespattern machinepredictive analysis
ICLR2025

DynFrs: An Efficient Framework for Machine Unlearning in Random Forest

Summary pending...

Machine UnlearningRandom Forest
ICLR2025

GenSE: Generative Speech Enhancement via Language Models using Hierarchical Modeling

Summary pending...

speech enhancementlanguage modelsemantic information
ICLR2025

Glauber Generative Model: Discrete Diffusion Models via Binary Classification

Summary pending...

Discrete Diffusion ModelsDiffusion ModelsNon-Autoregressive Models
ICLR2025

Adaptive Methods through the Lens of SDEs: Theoretical Insights on the Role of Noise

Summary pending...

Stochastic Differential EquationsStochastic OptimizationAdaptive Methods
ICLR2025

Privacy-Aware Lifelong Learning

Summary pending...

lifelong learningexact machine unlearningtask-incremental continual learning
ICLR2025

Surgical, Cheap, and Flexible: Mitigating False Refusal in Language Models via Single Vector Ablation

Summary pending...

LLM SafetyExaggerated SafetyRepresentation Editing
ICLR2025

WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning

Summary pending...

Web AgentLLM AgentCurriculum RL Learning
ICLR2025

Accelerating 3D Molecule Generation via Jointly Geometric Optimal Transport

Summary pending...

Molecule GenerationFlow MatchingFast Generation