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Theory

4950 directly classified papers

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Papers

Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference ACL 2025
A Generalizable Anomaly Detection Method in Dynamic Graphs AAAI 2025
From Stories to Statistics: Methodological Biases in LLM-Based Narrative Flow Quantification CONLL 2025
List Update with Prediction AAAI 2025
Theoretical Analysis of Hierarchical Language Recognition and Generation by Transformers without Positional Encoding ACL 2025
A Many-Objective Problem Where Crossover Is Provably Indispensable AAAI 2025
Empowering LLMs with Logical Reasoning: A Comprehensive Survey IJCAI 2025
O(d/T) Convergence Theory for Diffusion Probabilistic Models under Minimal Assumptions JMLR 2025
SPACETIME: Causal Discovery from Non-Stationary Time Series AAAI 2025
Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine AAAI 2025
Biological Sequence Kernels with Guaranteed Flexibility JMLR 2025
LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMs ICCV 2025
Tiling artifacts and trade-offs of feature normalization in the segmentation of large biological images ICCV 2025
SPD: Shallow Backdoor Protecting Deep Backdoor Against Backdoor Detection ICCV 2025
On Effects of Steering Latent Representation for Large Language Model Unlearning AAAI 2025
Mapping from Meaning: Addressing the Miscalibration of Prompt-Sensitive Language Models AAAI 2025
Can Large Language Models Derive High-Level Cognition from Low-Level and Fragmented Foundational Information? AAAI 2025
GeoGuide: Geometric Guidance of Diffusion Models WACV 2025
A Theory of Formalisms for Representing Knowledge AAAI 2025
Good regularity creates large learning rate implicit biases: edge of stability, balancing, and catapult JMLR 2025
Sentence-level Aggregation of Lexical Metrics Correlates Stronger with Human Judgements than Corpus-level Aggregation AAAI 2025
Can LLMs Obfuscate Code? A Systematic Analysis of Large Language Models into Assembly Code Obfuscation AAAI 2025
Uncertainty-Aware Contrastive Decoding ACL 2025
Factual Knowledge in Language Models: Robustness and Anomalies under Simple Temporal Context Variations ACL 2025
Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems CVPR 2025