Papers
12094 papers
ICLR2024
Neural Optimal Transport with General Cost Functionals
Summary pending...
Optimal TransportNeural NetworksGenerative Modelling
ICLR2024
Optimal criterion for feature learning of two-layer linear neural network in high dimensional interpolation regime
Summary pending...
two-layer linear neural networkfeature learningoptimal criterion
ICLR2024
Piecewise Linear Parametrization of Policies: Towards Interpretable Deep Reinforcement Learning
Summary pending...
Reinforcement learninginterpretabilitycontrol
ICLR2024
Variational Bayesian Last Layers
Summary pending...
bayesian deep learningvariational methodsbayesian last layers
ICLR2024
Towards Robust Fidelity for Evaluating Explainability of Graph Neural Networks
Summary pending...
Graph Neural NetworksGraph ExplanationXAI
ICLR2024
Towards Robust Offline Reinforcement Learning under Diverse Data Corruption
Summary pending...
Offline RLrobust RLdata corruption
ICLR2024
TorchRL: A data-driven decision-making library for PyTorch
Summary pending...
Reinforcement Learningpytorchcontrol
ICLR2024
BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks
Summary pending...
Biological sequence analysisenhancer annotationgene finding
ICLR2024
On the Provable Advantage of Unsupervised Pretraining
Summary pending...
unsupervised pretraining; representation learning; sample complexity
ICLR2024
Subtractive Mixture Models via Squaring: Representation and Learning
Summary pending...
tractable inferencedistribution estimationprobabilistic circuits
ICLR2024
From Latent Graph to Latent Topology Inference: Differentiable Cell Complex Module
Summary pending...
Topological Deep LearningGeometric Deep LearningLatent Topology Inference
ICLR2024
Better Neural PDE Solvers Through Data-Free Mesh Movers
Summary pending...
neural PDE solversadaptive moving meshneural operators
ICLR2024
Conditional Variational Diffusion Models
Summary pending...
Denoising Diffusion Probabilistic ModelsInverse ProblemsGenerative Models
ICLR2024
Understanding Transferable Representation Learning and Zero-shot Transfer in CLIP
Summary pending...
Representation LearningMultimodal learningLearning Theory
ICLR2024
Replay across Experiments: A Natural Extension of Off-Policy RL
Summary pending...
reinforcement learningroboticsdata transfer
ICLR2024
OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text
Summary pending...
web-scale datasetnatural language processinglarge language model
ICLR2024
Solving High Frequency and Multi-Scale PDEs with Gaussian Processes
Summary pending...
ML PDE solvergaussian processPINN
ICLR2024
Robust Model-Based Optimization for Challenging Fitness Landscapes
Summary pending...
Model based optimizationprotein engineering
ICLR2024
A Newborn Embodied Turing Test for Comparing Object Segmentation Across Animals and Machines
Summary pending...
newborncontrolled rearingobject recognition
ICLR2024
S$2$AC: Energy-Based Reinforcement Learning with Stein Soft Actor Critic
Summary pending...
Max-Entropy RLEntropyEnergy-Based-Models