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Learning Theory

5,334 papers

Papers per year

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123
466
307
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Papers

Rethinking the Effectiveness of Graph Classification Datasets in Benchmarks for Assessing GNNs IJCAI 2024
How Hard Is It to Impact the Impact of Your Paper? IJCAI 2024
Revisiting Causal Discovery from a Complexity-Theoretic Perspective IJCAI 2024
On the Power and Limitations of Examples for Description Logic Concepts IJCAI 2024
Towards Exact Computation of Inductive Bias IJCAI 2024
Best Arm Identification with Retroactively Increased Sampling Budget for More Resource-Efficient HPO IJCAI 2024
CAP: A Context-Aware Neural Predictor for NAS IJCAI 2024
Provable Acceleration of Nesterov’s Accelerated Gradient Method over Heavy Ball Method in Training Over-Parameterized Neural Networks IJCAI 2024
What Makes Models Compositional? A Theoretical View IJCAI 2024
Towards Sharper Generalization Bounds for Adversarial Contrastive Learning IJCAI 2024
Bandits with Concave Aggregated Reward IJCAI 2024
Learning from Long-Tailed Noisy Data with Sample Selection and Balanced Loss IJCAI 2024
Fine-grained Analysis of Stability and Generalization for Stochastic Bilevel Optimization IJCAI 2024
Rethinking Centered Kernel Alignment in Knowledge Distillation IJCAI 2024
Towards Sharper Risk Bounds for Minimax Problems IJCAI 2024
Enhancing Length Generalization for Attention Based Knowledge Tracing Models with Linear Biases IJCAI 2024
Large Language Models Are Not Strong Abstract Reasoners IJCAI 2024
GRASP: A Novel Benchmark for Evaluating Language GRounding and Situated Physics Understanding in Multimodal Language Models IJCAI 2024
On Using Admissible Bounds for Learning Forward Search Heuristics IJCAI 2024
Concentration Tail-Bound Analysis of Coevolutionary and Bandit Learning Algorithms IJCAI 2024
Musical Phrase Segmentation via Grammatical Induction IJCAI 2024
Recurrent Concept Drifts on Data Streams IJCAI 2024
Bagging is an Optimal PAC Learner (Extended Abstract) IJCAI 2024
Towards a Theory of Machine Learning on Graphs and its Applications in Combinatorial Optimization IJCAI 2024
NegoLog: An Integrated Python-based Automated Negotiation Framework with Enhanced Assessment Components IJCAI 2024