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Learning Theory

5312 directly classified papers

Papers per year

Papers

Do We Always Need the Simplicity Bias? Looking for Optimal Inductive Biases in the Wild CVPR 2025
Theory-Inspired Deep Multi-View Multi-Label Learning with Incomplete Views and Noisy Labels CVPR 2025
Probing the Mid-level Vision Capabilities of Self-Supervised Learning CVPR 2025
OVO-Bench: How Far is Your Video-LLMs from Real-World Online Video Understanding? CVPR 2025
Decomposition Dilemmas: Does Claim Decomposition Boost or Burden Fact-Checking Performance? NAACL 2025
Learning-to-Optimize with PAC-Bayesian Guarantees: Theoretical Considerations and Practical Implementation JMLR 2025
Geometry and Stability of Supervised Learning Problems JMLR 2025
Analyzing the Inner Workings of Transformers in Compositional Generalization NAACL 2025
Trick or Neat: Adversarial Ambiguity and Language Model Evaluation ACL 2025
Invariant Shape Representation Learning for Image Classification WACV 2025
CPsyExam: A Chinese Benchmark for Evaluating Psychology using Examinations COLING 2025
Towards Data Contamination Detection for Modern Large Language Models: Limitations, Inconsistencies, and Oracle Challenges COLING 2025
Differential Privacy Mechanisms in Neural Tangent Kernel Regression WACV 2025
Regular-pattern-sensitive CRFs for Distant Label Interactions ACL 2025
SemEval-2025 Task 4: Unlearning sensitive content from Large Language Models ACL 2025
Memorization in Language Models through the Lens of Intrinsic Dimension ACL 2025
From Data to Knowledge: Evaluating How Efficiently Language Models Learn Facts ACL 2025
Bypassing LLM Guardrails: An Empirical Analysis of Evasion Attacks against Prompt Injection and Jailbreak Detection Systems ACL 2025
When Should Dense Retrievers Be Updated in Evolving Corpora? Detecting Out-of-Distribution Corpora Using GradNormIR ACL 2025
STORM-BORN: A Challenging Mathematical Derivations Dataset Curated via a Human-in-the-Loop Multi-Agent Framework ACL 2025
Lemmas Matter, But Not Like That: Predictors of Lemma-Based Generalization in Morphological Inflection ACL 2025
Beyond Single-Value Metrics: Evaluating and Enhancing LLM Unlearning with Cognitive Diagnosis ACL 2025
The Reasoning-Memorization Interplay in Language Models Is Mediated by a Single Direction ACL 2025
CAST: Cross-modal Alignment Similarity Test for Vision Language Models COLING 2025
SemEval-2025 Task 3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes ACL 2025