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Learning Theory

5312 directly classified papers

Papers per year

Papers

Towards Sharper Risk Bounds for Minimax Problems IJCAI 2024
Rethinking the Effectiveness of Graph Classification Datasets in Benchmarks for Assessing GNNs IJCAI 2024
The Effect of Data Partitioning Strategy on Model Generalizability: A Case Study of Morphological Segmentation NAACL 2024
Transformers Can Represent n-gram Language Models NAACL 2024
Low Degree Hardness for Broadcasting on Trees NIPS 2024
Active learning of neural population dynamics using two-photon holographic optogenetics NIPS 2024
Lower Bounds on the Expressivity of Recurrent Neural Language Models NAACL 2024
First Tragedy, then Parse: History Repeats Itself in the New Era of Large Language Models NAACL 2024
FREB-TQA: A Fine-Grained Robustness Evaluation Benchmark for Table Question Answering NAACL 2024
Least Squares Regression Can Exhibit Under-Parameterized Double Descent NIPS 2024
Principles from Clinical Research for NLP Model Generalization NAACL 2024
ATG: Benchmarking Automated Theorem Generation for Generative Language Models NAACL 2024
XferBench: a Data-Driven Benchmark for Emergent Language NAACL 2024
Examining the Limitations of Computational Rumor Detection Models Trained on Static Datasets COLING 2024
A Comprehensive Analysis on the Learning Curve in Kernel Ridge Regression NIPS 2024
Enhancing Length Generalization for Attention Based Knowledge Tracing Models with Linear Biases IJCAI 2024
Best Arm Identification with Retroactively Increased Sampling Budget for More Resource-Efficient HPO IJCAI 2024
Evaluating Saliency Explanations in NLP by Crowdsourcing COLING 2024
Reasoning or Reciting? Exploring the Capabilities and Limitations of Language Models Through Counterfactual Tasks NAACL 2024
Learning from Long-Tailed Noisy Data with Sample Selection and Balanced Loss IJCAI 2024
On Using Admissible Bounds for Learning Forward Search Heuristics IJCAI 2024
Towards a Theory of Machine Learning on Graphs and its Applications in Combinatorial Optimization IJCAI 2024
Fair Online Bilateral Trade NIPS 2024
DE-HNN: An effective neural model for Circuit Netlist representation AISTATS 2024
Theoretical and Empirical Analysis of Cost-Function Merging for Implicit Hitting Set WCSP Solving AAAI 2024