Combining Neural Networks and Symbolic Regression for Analytical Lyapunov Function Discovery
Fuente:
arXiv
Saved in:
| Main Authors: | Feng, Jie, Zou, Haohan, Shi, Yuanyuan |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Analytical Lyapunov Function Discovery: An RL-based Generative Approach
by: Zou, Haohan, et al.
Published: (2025)
by: Zou, Haohan, et al.
Published: (2025)
Hierarchical Neuro-Symbolic Decision Transformer
by: Baheri, Ali, et al.
Published: (2025)
by: Baheri, Ali, et al.
Published: (2025)
Learning Interpretable Network Dynamics via Universal Neural Symbolic Regression
by: Hu, Jiao, et al.
Published: (2024)
by: Hu, Jiao, et al.
Published: (2024)
Handling Infinite Domain Parameters in Planning Through Best-First Search with Delayed Partial Expansions
by: Aso-Mollar, Ángel, et al.
Published: (2025)
by: Aso-Mollar, Ángel, et al.
Published: (2025)
Evolving Scientific Discovery by Unifying Data and Background Knowledge with AI Hilbert
by: Cory-Wright, Ryan, et al.
Published: (2023)
by: Cory-Wright, Ryan, et al.
Published: (2023)
Breaking the Simplification Bottleneck in Amortized Neural Symbolic Regression
by: Saegert, Paul, et al.
Published: (2026)
by: Saegert, Paul, et al.
Published: (2026)
Rethinking Symbolic Regression Datasets and Benchmarks for Scientific Discovery
by: Matsubara, Yoshitomo, et al.
Published: (2022)
by: Matsubara, Yoshitomo, et al.
Published: (2022)
modelSolver: A Symbolic Model-Driven Solver for Power Network Simulation and Monitoring
by: Dzafic, Izudin, et al.
Published: (2025)
by: Dzafic, Izudin, et al.
Published: (2025)
EGG-SR: Embedding Symbolic Equivalence into Symbolic Regression via Equality Graph
by: Jiang, Nan, et al.
Published: (2025)
by: Jiang, Nan, et al.
Published: (2025)
Divide, Conquer and Verify: Improving Symbolic Execution Performance
by: Scherb, Christopher, et al.
Published: (2023)
by: Scherb, Christopher, et al.
Published: (2023)
Integrating Fuzzy Logic into Deep Symbolic Regression
by: Gerdes, Wout, et al.
Published: (2024)
by: Gerdes, Wout, et al.
Published: (2024)
ViSymRe: Vision Multimodal Symbolic Regression
by: Li, Da, et al.
Published: (2024)
by: Li, Da, et al.
Published: (2024)
ONSEP: A Novel Online Neural-Symbolic Framework for Event Prediction Based on Large Language Model
by: Yu, Xuanqing, et al.
Published: (2024)
by: Yu, Xuanqing, et al.
Published: (2024)
Symbolic and Numerical Tools for $L_{\infty}$-Norm Calculation
by: Younes, Grace, et al.
Published: (2025)
by: Younes, Grace, et al.
Published: (2025)
Auditable Unit-Aware Thresholds in Symbolic Regression via Logistic-Gated Operators
by: Deng, Ou, et al.
Published: (2025)
by: Deng, Ou, et al.
Published: (2025)
Synthesizing Evolving Symbolic Representations for Autonomous Systems
by: Sartor, Gabriele, et al.
Published: (2024)
by: Sartor, Gabriele, et al.
Published: (2024)
Interactive Symbolic Regression through Offline Reinforcement Learning: A Co-Design Framework
by: Tian, Yuan, et al.
Published: (2025)
by: Tian, Yuan, et al.
Published: (2025)
SMLP: Symbolic Machine Learning Prover
by: Brauße, Franz, et al.
Published: (2024)
by: Brauße, Franz, et al.
Published: (2024)
Symbolic Foundation Regressor on Complex Networks
by: Liu, Weiting, et al.
Published: (2025)
by: Liu, Weiting, et al.
Published: (2025)
Bootstrapping OTS-Funcimg Pre-training Model (Botfip) -- A Comprehensive Symbolic Regression Framework
by: Chen, Tianhao, et al.
Published: (2024)
by: Chen, Tianhao, et al.
Published: (2024)
SMLP: Symbolic Machine Learning Prover (User Manual)
by: Brauße, Franz, et al.
Published: (2024)
by: Brauße, Franz, et al.
Published: (2024)
ArgMed-Agents: Explainable Clinical Decision Reasoning with LLM Disscusion via Argumentation Schemes
by: Hong, Shengxin, et al.
Published: (2024)
by: Hong, Shengxin, et al.
Published: (2024)
Symbolic Regression with a Learned Concept Library
by: Grayeli, Arya, et al.
Published: (2024)
by: Grayeli, Arya, et al.
Published: (2024)
Adaptive Collaboration of Arena-Based Argumentative LLMs for Explainable and Contestable Legal Reasoning
by: Cao, Hoang-Loc, et al.
Published: (2026)
by: Cao, Hoang-Loc, et al.
Published: (2026)
Learning Reward Machines in Cooperative Multi-Agent Tasks
by: Ardon, Leo, et al.
Published: (2023)
by: Ardon, Leo, et al.
Published: (2023)
UniSymNet: A Unified Symbolic Network Guided by Transformer
by: Li, Xinxin, et al.
Published: (2025)
by: Li, Xinxin, et al.
Published: (2025)
Scalable and Approximation-free Symbolic Control for Unknown Euler-Lagrange Systems
by: Das, Ratnangshu, et al.
Published: (2025)
by: Das, Ratnangshu, et al.
Published: (2025)
Optimizing Logical Execution Time Model for Both Determinism and Low Latency
by: Wang, Sen, et al.
Published: (2023)
by: Wang, Sen, et al.
Published: (2023)
Incorporating Structure and Chord Constraints in Symbolic Transformer-based Melodic Harmonization
by: Kaliakatsos-Papakostas, Maximos, et al.
Published: (2025)
by: Kaliakatsos-Papakostas, Maximos, et al.
Published: (2025)
ASyMOB: Algebraic Symbolic Mathematical Operations Benchmark
by: Shalyt, Michael, et al.
Published: (2025)
by: Shalyt, Michael, et al.
Published: (2025)
Neural Symbolic Regression of Complex Network Dynamics
by: Qiu, Haiquan, et al.
Published: (2024)
by: Qiu, Haiquan, et al.
Published: (2024)
Unsupervised Symbolic Anomaly Detection
by: Hossain, Md Maruf, et al.
Published: (2026)
by: Hossain, Md Maruf, et al.
Published: (2026)
Neuro-Symbolic Frameworks: Conceptual Characterization and Empirical Comparative Analysis
by: Sinha, Sania, et al.
Published: (2025)
by: Sinha, Sania, et al.
Published: (2025)
Formal Verification of Neural Certificates Done Dynamically
by: Henzinger, Thomas A., et al.
Published: (2025)
by: Henzinger, Thomas A., et al.
Published: (2025)
AGEL-Comp: A Neuro-Symbolic Framework for Compositional Generalization in Interactive Agents
by: Shahid, Mahnoor, et al.
Published: (2026)
by: Shahid, Mahnoor, et al.
Published: (2026)
Neuro-Symbolic ODE Discovery with Latent Grammar Flow
by: Yu, Karin, et al.
Published: (2026)
by: Yu, Karin, et al.
Published: (2026)
NOMTO: Neural Operator-based symbolic Model approximaTion and discOvery
by: Garmaev, Sergei, et al.
Published: (2025)
by: Garmaev, Sergei, et al.
Published: (2025)
ConceptGuard: Neuro-Symbolic Safety Guardrails via Sparse Interpretable Jailbreak Concepts
by: Aswal, Darpan, et al.
Published: (2025)
by: Aswal, Darpan, et al.
Published: (2025)
Knowledge Integration for Physics-informed Symbolic Regression Using Pre-trained Large Language Models
by: Taskin, Bilge, et al.
Published: (2025)
by: Taskin, Bilge, et al.
Published: (2025)
Showing Proofs, Assessing Difficulty with GeoGebra Discovery
by: Kovács, Zoltán, et al.
Published: (2024)
by: Kovács, Zoltán, et al.
Published: (2024)
Similar Items
-
Analytical Lyapunov Function Discovery: An RL-based Generative Approach
by: Zou, Haohan, et al.
Published: (2025) -
Hierarchical Neuro-Symbolic Decision Transformer
by: Baheri, Ali, et al.
Published: (2025) -
Learning Interpretable Network Dynamics via Universal Neural Symbolic Regression
by: Hu, Jiao, et al.
Published: (2024) -
Handling Infinite Domain Parameters in Planning Through Best-First Search with Delayed Partial Expansions
by: Aso-Mollar, Ángel, et al.
Published: (2025) -
Evolving Scientific Discovery by Unifying Data and Background Knowledge with AI Hilbert
by: Cory-Wright, Ryan, et al.
Published: (2023)