Papers

12094 papers

ICLR2024

Sparse MoE with Language Guided Routing for Multilingual Machine Translation

Summary pending...

Sparse Mixture-of-ExpertsMultilingual Machine TranslationLanguage Guided Routing
ICLR2024

Let's do the time-warp-attend: Learning topological invariants of dynamical systems

Summary pending...

dynamical systemsbifurcationstopological invariance
ICLR2024

REFACTOR: Learning to Extract Theorems from Proofs

Summary pending...

theorem extractionmathematical reasoningtheorem proving
ICLR2024

Learning Adaptive Multiresolution Transforms via Meta-Framelet-based Graph Convolutional Network

Summary pending...

Graph neural networksgraph multiresolution analysis
ICLR2024

What's In My Big Data?

Summary pending...

nlpdatasetanalaysis
ICLR2024

In-Context Pretraining: Language Modeling Beyond Document Boundaries

Summary pending...

Large Language Models
ICLR2024

Expressive Losses for Verified Robustness via Convex Combinations

Summary pending...

Verified TrainingNeural Network VerificationVerified Adversarial Robustness
ICLR2024

Graph-based Virtual Sensing from Sparse and Partial Multivariate Observations

Summary pending...

Spatio-temporal datatime seriesvirtual sensing
ICLR2024

Offline RL with Observation Histories: Analyzing and Improving Sample Complexity

Summary pending...

offline reinforcement learningPOMDPsrepresentation learning
ICLR2024

Understanding Certified Training with Interval Bound Propagation

Summary pending...

Certified RobustnessAdversarial RobustnessNeural Network Verification
ICLR2024

Layer-wise linear mode connectivity

Summary pending...

linear mode connectivitylayer-wisefederated averaging
ICLR2024

SequenceMatch: Imitation Learning for Autoregressive Sequence Modelling with Backtracking

Summary pending...

Sequence ModellingImitiation LearningLanguage Modelling
ICLR2024

Understanding the Robustness of Multi-modal Contrastive Learning to Distribution Shift

Summary pending...

multi-model contrastive learningcontrastive learning theoryrepresentation learning
ICLR2024

Confidential-DPproof: Confidential Proof of Differentially Private Training

Summary pending...

privacy auditingzero knowledge proofdifferentially private training
ICLR2024

Jointly-Learned Exit and Inference for a Dynamic Neural Network

Summary pending...

early-exit dynamic networksefficient inference
ICLR2024

Improved statistical and computational complexity of the mean-field Langevin dynamics under structured data

Summary pending...

neural network optimizationfeature learningmean-field Langevin dynamics
ICLR2024

Can Large Language Models Infer Causation from Correlation?

Summary pending...

Large Language ModelsNatural Language InferenceCausal Reasoning
ICLR2024

A Variational Perspective on Solving Inverse Problems with Diffusion Models

Summary pending...

diffusion modelsscore matchingvariational approximation
ICLR2024

Investigating the Benefits of Projection Head for Representation Learning

Summary pending...

representation learningrepresentation learning theorycontrastive learning
ICLR2024

Sparse Spiking Neural Network: Exploiting Heterogeneity in Timescales for Pruning Recurrent SNN

Summary pending...

spiking neural networkSNNnetwork pruning