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Theory

4950 directly classified papers

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Papers

Findings of the JUST-NLP 2025 Shared Task on Summarization of Indian Court Judgments IJCNLP 2025
EvolveBench: A Comprehensive Benchmark for Assessing Temporal Awareness in LLMs on Evolving Knowledge ACL 2025
Certified Causal Defense with Generalizable Robustness AAAI 2025
REGen: A Reliable Evaluation Framework for Generative Event Argument Extraction EMNLP 2025
FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging ACL 2025
On Local Overfitting and Forgetting in Deep Neural Networks AAAI 2025
Random ReLU Neural Networks as Non-Gaussian Processes JMLR 2025
Scaling Laws Are Unreliable for Downstream Tasks: A Reality Check EMNLP 2025
Multi-Objective Evolution of Heuristic Using Large Language Model AAAI 2025
Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference ACL 2025
Exploit Gradient Skewness to Circumvent Byzantine Defenses for Federated Learning AAAI 2025
Can Large Language Models Derive High-Level Cognition from Low-Level and Fragmented Foundational Information? AAAI 2025
An Axiomatic Definition of Hierarchical Clustering JMLR 2025
Can LLMs Obfuscate Code? A Systematic Analysis of Large Language Models into Assembly Code Obfuscation AAAI 2025
Learning Deep Dissipative Dynamics AAAI 2025
Assumption-lean and data-adaptive post-prediction inference JMLR 2025
Implicit vs Unfolded Graph Neural Networks JMLR 2025
A Theory of Formalisms for Representing Knowledge AAAI 2025
Formally Verified Approximate Policy Iteration AAAI 2025
Sentence-level Aggregation of Lexical Metrics Correlates Stronger with Human Judgements than Corpus-level Aggregation AAAI 2025
Formal Quality Measures for Predictors in Markov Decision Processes AAAI 2025
Unstable Grounds for Beautiful Trees? Testing the Robustness of Concept Translations in the Compilation of Multilingual Wordlists ACL 2025
Mapping from Meaning: Addressing the Miscalibration of Prompt-Sensitive Language Models AAAI 2025
A Review of Quantum Computing Approaches to Semantic Search and Text Classification in Natural Language Processing IJCNLP 2025
Cultivating Archipelago of Forests: Evolving Robust Decision Trees Through Island Coevolution AAAI 2025