Papers

12094 papers

ICLR2025

ProteinBench: A Holistic Evaluation of Protein Foundation Models

Summary pending...

Protein foundation modelbenchmarkprotein design
ICLR2025

A Theoretical Analysis of Self-Supervised Learning for Vision Transformers

Summary pending...

Theory of transformersConvergence analysisNonconvex optimization
ICLR2025

RouteLLM: Learning to Route LLMs from Preference Data

Summary pending...

Large language modelsquery routing
ICLR2025

Point Cluster: A Compact Message Unit for Communication-Efficient Collaborative Perception

Summary pending...

Point ClusterCollaborative Perception
ICLR2025

Image Watermarks are Removable using Controllable Regeneration from Clean Noise

Summary pending...

WatermarkDetectionRobustness
ICLR2025

Joint Reward and Policy Learning with Demonstrations and Human Feedback Improves Alignment

Summary pending...

AlignmentInverse Reinforcement LearningReinforment Learning from Human Feedback
ICLR2025

Discovering Group Structures via Unitary Representation Learning

Summary pending...

group theoryrepresentation theoryrepresentation learning
ICLR2025

Identifiability for Gaussian Processes with Holomorphic Kernels

Summary pending...

Equivalence of Gaussian random measure; kernel parameters; periodicity; identifiability; interpretability
ICLR2025

SEMDICE: Off-policy State Entropy Maximization via Stationary Distribution Correction Estimation

Summary pending...

state entropy maximizationunsupervised reinforcement learning
ICLR2025

GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

Summary pending...

ReasoningLarge Language ModelsMathematical Reasoning
ICLR2025

HyperDAS: Towards Automating Mechanistic Interpretability with Hypernetworks

Summary pending...

mechanistic interpretabilitycausal abstractionhypernetwork
ICLR2025

ReMoE: Fully Differentiable Mixture-of-Experts with ReLU Routing

Summary pending...

Mixture-of-ExpertsDifferentiable RoutingSparsity
ICLR2025

Consistency Checks for Language Model Forecasters

Summary pending...

forecastingmarketstrading
ICLR2025

Score-based Self-supervised MRI Denoising

Summary pending...

Generalized Denoising Score Matching; Self-supervised Learning; Self-supervised Denoising; Score-based denoising; Medical Image Denoising;
ICLR2025

Can Neural Networks Achieve Optimal Computational-statistical Tradeoff? An Analysis on Single-Index Model

Summary pending...

single-index modelfeature learninggradient-based method
ICLR2025

Toward Understanding In-context vs. In-weight Learning

Summary pending...

In-context learninggeneralization errortransformers
ICLR2025

LancBiO: Dynamic Lanczos-aided Bilevel Optimization via Krylov Subspace

Summary pending...

Bilevel OptimizationLanczos ProcessKrylov Subspace
ICLR2025

MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Summary pending...

Reinforcement learningExploration in off-policy methodsContinuous control
ICLR2025

Forgetting Transformer: Softmax Attention with a Forget Gate

Summary pending...

sequence modellong-context sequence modelingTransformer
ICLR2025

Learning Neural Networks with Distribution Shift: Efficiently Certifiable Guarantees

Summary pending...

pac learningdistribution shiftdistribution testing