Papers

12094 papers

TMLR2025

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Summary pending...

TMLR2025

A Comprehensive Survey of Contamination Detection Methods in Large Language Models

Summary pending...

TMLR2025

Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting

Summary pending...

TMLR2025

Disentangled and Self-Explainable Node Representation Learning

Summary pending...

TMLR2025

Stochastic Block Model-Aware Topological Neural Networks for Graph Link Prediction

Summary pending...

TMLR2025

Low-rank Momentum Factorization for Memory Efficient Training

Summary pending...

TMLR2025

Regularized Gradient Clipping Provably Trains Wide and Deep Neural Networks

Summary pending...

TMLR2025

Customizing Spider Silk: Generative Models with Mechanical Property Conditioning for Protein Engineering

Summary pending...

TMLR2025

Streaming Heteroscedastic Probabilistic PCA with Missing Data

Summary pending...

TMLR2025

A Comprehensive Survey on Knowledge Distillation

Summary pending...

TMLR2025

ASkDAgger: Active Skill-level Data Aggregation for Interactive Imitation Learning

Summary pending...

TMLR2025

Gaussian Scenes: Pose-Free Sparse-View Scene Reconstruction using Depth-Enhanced Diffusion Priors

Summary pending...

TMLR2025

Universal and Efficient Detection of Adversarial Data through Nonuniform Impact on Network Layers

Summary pending...

TMLR2025

Walking on the Fiber: A Simple Geometric Approximation for Bayesian Neural Networks

Summary pending...

TMLR2025

Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks

Summary pending...

TMLR2025

Training Dynamics of the Cooldown Stage in Warmup-Stable-Decay Learning Rate Scheduler

Summary pending...

TMLR2025

Emergent Corpus Pre-training Benefits Vision Language Models

Summary pending...

TMLR2025

Efficient Hardware Scaling and Diminishing Returns in Large-Scale Training of Language Models

Summary pending...

TMLR2025

Clustering-Based Validation Splits for Model Selection under Domain Shift

Summary pending...

TMLR2025

What Matters for Model Merging at Scale?

Summary pending...