Neurosymbolic LoRA: Why and When to Tune Weights vs. Rewrite Prompts
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Kevin, Bhatt, Neel P., Liu, Cong, Li, Junbo, Chen, Runjin, Xi, Yihan, Barclay, Timothy, Velasquez, Alvaro, Topcu, Ufuk, Wang, Zhangyang |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Modular Stochastic Rewritable Petri Nets
by: Capra, Lorenzo
Published: (2025)
by: Capra, Lorenzo
Published: (2025)
Efficient Performance Analysis of Modular Rewritable Petri Nets
by: Capra, Lorenzo, et al.
Published: (2024)
by: Capra, Lorenzo, et al.
Published: (2024)
Learning to Solve Abstract Reasoning Problems with Neurosymbolic Program Synthesis and Task Generation
by: Bednarek, Jakub, et al.
Published: (2024)
by: Bednarek, Jakub, et al.
Published: (2024)
Nominal Equational Rewriting and Narrowing
by: Ayala-Rincón, Mauricio, et al.
Published: (2025)
by: Ayala-Rincón, Mauricio, et al.
Published: (2025)
Introducing Quantification into a Hierarchical Graph Rewriting Language
by: Mishina, Haruto, et al.
Published: (2024)
by: Mishina, Haruto, et al.
Published: (2024)
Dynamic Training-Free Fusion of Subject and Style LoRAs
by: Cao, Qinglong, et al.
Published: (2026)
by: Cao, Qinglong, et al.
Published: (2026)
The Neurosymbolic Frontier of Nonuniform Ellipticity: Formalizing Sharp Schauder Theory via Topos-Theoretic Reasoning Models
by: Mishra, Suyash
Published: (2026)
by: Mishra, Suyash
Published: (2026)
A Synergistic Approach In Network Intrusion Detection By Neurosymbolic AI
by: Bizzarri, Alice, et al.
Published: (2024)
by: Bizzarri, Alice, et al.
Published: (2024)
A Neurosymbolic Approach to Adaptive Feature Extraction in SLAM
by: Chandio, Yasra, et al.
Published: (2024)
by: Chandio, Yasra, et al.
Published: (2024)
SCALAR: A Neurosymbolic Framework for Automated Conjecture and Reasoning in Quantum Circuit Analysis
by: Feeney, Sean, et al.
Published: (2026)
by: Feeney, Sean, et al.
Published: (2026)
Equivalence Checking of Quantum Circuits via Path-Sum and Weighted Model Counting
by: Huang, Wei-Jia, et al.
Published: (2026)
by: Huang, Wei-Jia, et al.
Published: (2026)
Confluence of Conditional Rewriting Modulo
by: Lucas, Salvador
Published: (2025)
by: Lucas, Salvador
Published: (2025)
A Complexity Map of Probabilistic Reasoning for Neurosymbolic Classification Techniques
by: Ledaguenel, Arthur, et al.
Published: (2024)
by: Ledaguenel, Arthur, et al.
Published: (2024)
DNLSAT: A Dynamic Variable Ordering MCSAT Framework for Nonlinear Real Arithmetic
by: Wang, Zhonghan
Published: (2024)
by: Wang, Zhonghan
Published: (2024)
On The Planning Abilities of OpenAI's o1 Models: Feasibility, Optimality, and Generalizability
by: Wang, Kevin, et al.
Published: (2024)
by: Wang, Kevin, et al.
Published: (2024)
A Comparative Study of Neurosymbolic AI Approaches to Interpretable Logical Reasoning
by: Chen, Michael K.
Published: (2025)
by: Chen, Michael K.
Published: (2025)
Algorithmic Detection of Jacobi Stability for Systems of Second Order Differential Equations
by: Böhmer, Christian G., et al.
Published: (2025)
by: Böhmer, Christian G., et al.
Published: (2025)
How to generate all possible rational Wilf-Zeilberger forms?
by: Chen, Shaoshi, et al.
Published: (2024)
by: Chen, Shaoshi, et al.
Published: (2024)
On the Summability Problem of Multivariate Rational Functions in the Mixed Case
by: Chen, Shaoshi, et al.
Published: (2026)
by: Chen, Shaoshi, et al.
Published: (2026)
Two Algorithms for Computing Rational Univariate Representations of Zero-Dimensional Ideals with Parameters
by: Wang, Dingkang, et al.
Published: (2024)
by: Wang, Dingkang, et al.
Published: (2024)
Symbolic-Neural Soft-Logic Reasoning: Towards Robust and Verifiable Thinking Chains via Cooperative Evolution
by: Wang, Rui, et al.
Published: (2026)
by: Wang, Rui, et al.
Published: (2026)
Gradient-Weighted, Data-Driven Normalization for Approximate Border Bases -- Concept and Computation
by: Kera, Hiroshi, et al.
Published: (2025)
by: Kera, Hiroshi, et al.
Published: (2025)
Advancing Symbolic Discovery on Unsupervised Data: A Pre-training Framework for Non-degenerate Implicit Equation Discovery
by: Yufei, Kuang, et al.
Published: (2025)
by: Yufei, Kuang, et al.
Published: (2025)
VLN-Zero: Rapid Exploration and Cache-Enabled Neurosymbolic Vision-Language Planning for Zero-Shot Transfer in Robot Navigation
by: Bhatt, Neel P., et al.
Published: (2025)
by: Bhatt, Neel P., et al.
Published: (2025)
ViTex: Visual Texture Control for Multi-Track Symbolic Music Generation via Discrete Diffusion Models
by: Yi, Xiaoyu, et al.
Published: (2026)
by: Yi, Xiaoyu, et al.
Published: (2026)
Alienation Techniques in VayalaVasudevan Pillai’s Vishwadarshanam
by: Reshma V.R.
Published: (2018)
by: Reshma V.R.
Published: (2018)
Faster multivariate integration in D-modules
by: Brochet, Hadrien, et al.
Published: (2025)
by: Brochet, Hadrien, et al.
Published: (2025)
Consequences of the Moosbauer-Poole Algorithms
by: Kauers, Manuel, et al.
Published: (2025)
by: Kauers, Manuel, et al.
Published: (2025)
Deducing Closed-Form Expressions for Bright-Solitons in Strongly Magnetized Plasmas with Physics Informed Symbolic Regression (PISR)
by: Finkelstein, Edward
Published: (2025)
by: Finkelstein, Edward
Published: (2025)
Scaling Up Reachability Analysis for Rectangular Automata with Random Clocks
by: Stübbe, Jonas, et al.
Published: (2025)
by: Stübbe, Jonas, et al.
Published: (2025)
Solving parametric polynomial systems using Generic Rational Univariate Representation
by: Corniquel, Florent
Published: (2026)
by: Corniquel, Florent
Published: (2026)
Telescoping Algorithms for $Σ^*$-Extensions via Complete Reductions
by: Chen, Shaoshi, et al.
Published: (2025)
by: Chen, Shaoshi, et al.
Published: (2025)
More is Less: Adding Polynomials for Faster Explanations in NLSAT
by: Promies, Valentin, et al.
Published: (2025)
by: Promies, Valentin, et al.
Published: (2025)
A Generalisation of Goursat's Algorithm for Integration in Finite Terms
by: Blake, Sam
Published: (2026)
by: Blake, Sam
Published: (2026)
Avoiding Big Integers: Parallel Multimodular Algebraic Verification of Arithmetic Circuits
by: Hofstadler, Clemens, et al.
Published: (2026)
by: Hofstadler, Clemens, et al.
Published: (2026)
Meta Flip Graph meets Serendipitous Product: new Fast Matrix Multiplication results
by: Perminov, A. I.
Published: (2026)
by: Perminov, A. I.
Published: (2026)
Computational Explorations on Semifields
by: Dumas, Jean-Guillaume, et al.
Published: (2026)
by: Dumas, Jean-Guillaume, et al.
Published: (2026)
Faster modular composition using two relation matrices
by: Neiger, Vincent, et al.
Published: (2026)
by: Neiger, Vincent, et al.
Published: (2026)
Order Bounds for Hypergeometric and q-Hypergeometric Creative Telescoping
by: Huang, Hui
Published: (2026)
by: Huang, Hui
Published: (2026)
Connectivity in Symmetric Semi-Algebraic Sets
by: Riener, Cordian, et al.
Published: (2024)
by: Riener, Cordian, et al.
Published: (2024)
Similar Items
-
Modular Stochastic Rewritable Petri Nets
by: Capra, Lorenzo
Published: (2025) -
Efficient Performance Analysis of Modular Rewritable Petri Nets
by: Capra, Lorenzo, et al.
Published: (2024) -
Learning to Solve Abstract Reasoning Problems with Neurosymbolic Program Synthesis and Task Generation
by: Bednarek, Jakub, et al.
Published: (2024) -
Nominal Equational Rewriting and Narrowing
by: Ayala-Rincón, Mauricio, et al.
Published: (2025) -
Introducing Quantification into a Hierarchical Graph Rewriting Language
by: Mishina, Haruto, et al.
Published: (2024)