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20242026
most citedCompositional Generative Inverse Design

2 citations · 3 across the 24 of their papers we have counts for

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14 papers · 1 filter

stat.ML2026

Bayesian Filtering in Physical Systems via Test-time Trained Flow Matching

Ruiqi Feng, Chongyi Wang, Tao Zhang +1

Bayesian filtering provides a principled framework for online state estimation under uncertainty, yet its application to systems with high-dimensional states and complicated poster…

math.GR2026

Topological isomorphism of procountable groups is universal analytic

Xinan Dai, Wenhao Deng, Yingdong Shi +2

We prove that topological isomorphism of procountable groups is a universal analytic equivalence relation, answering a question of Gao, Nies, and Paolini. The same conclusion follo…

math.CO2026

Self-complementary completions on six vertices

Xinan Dai, Wenhao Deng, Yingdong Shi +2

Let \(\cthreshold(n)\) be the largest integer \(q\) such that every loopless digraph on \(n\) vertices with at most \(q\) arcs is isomorphic to a spanning subdigraph of a self-comp…

math.FA2026

The Complex Banach Isometric Conjecture

Xinan Dai, Wendao Deng, Yidong Shi +2

Banach asked whether a normed space must be Hilbert if, for one fixed dimension greater than one, all subspaces of that dimension are linearly isometric. We prove the complex case.…

math.FA2026

The Minimum Cardinality of a Dependent Finite Gabor System Is Four

Xinan Dai, Wenhao Deng, Yingdong Shi +2

Recent work produced a linearly dependent system of twelve time--frequency shifts of a Schwartz function, disproving the HRT conjecture. We show that four shifts already suffice, a…

math.FA2026

Bounded Representatives in Critical Sobolev-Hodge Spaces

Xinan Dai, Wenhao Deng, Yidong Shi +2

Let , , and . We prove that every has a representative with $…

math.GR2026

A Finite E-Group of Nilpotency Class Three

Xinan Dai, Wenhao Deng, Yidong Shi +2

A group is an E-group if every element commutes with each of its endomorphic images. Caranti asked whether a finite E-group can have nilpotency class three. We prove that the -g…

math.CO2026

A Negative Answer to Stanley's Problem 4 on Differential Posets

Xinan Dai, Wenhao Deng, Yingdong Shi +2

In Problem 4 of his 1988 paper on differential posets, Stanley asked whether the weighted -multichain series of an arbitrary differential poset is always a rational multiple of…

math.CO2026

An Explicit Counterexample to Stanley's Rankwise Lower-Bound Conjecture for Differential Posets

Xinan Dai, Wenhao Deng, Yingdong Shi +2

In Problem 6 of his 1988 paper on differential posets, Stanley asked for the least possible cardinality of a fixed rank of an -differential poset and suggested that the minimum…

math.GR2026

An Exact Counterexample to Carlson's Associated-Prime Depth Conjecture from a Group of Order 128

Xinan Dai, Wenhao Deng, Yingdong Shi +2

In Question~3.1 of his 1995 paper on depth and transfer, Carlson asked whether the depth of a finite-group cohomology ring is always realized by the dimension of one of its associa…

cs.AI2026

Solving Inverse Problems of Chaotic Systems with Bidirectional Conditional Flow Matching

Peiyan Hu, Jian Zhang, Jiashu Pan +6

Modeling chaotic systems is crucial yet challenging. Inverse problems in chaotic dynamics, namely inferring initial conditions from final states, remain largely unsolved because of…

cs.LG2026

Mitigating Gradient Pathology in PINNs through Aligned Constraint

Yichen Luo, Peiyu Zhu, Dongxiao Hu +5

While Physics-Informed Neural Networks (PINNs) are powerful for solving Partial Differential Equations (PDEs), their training is often paralyzed by gradient pathology. The gradient…

cs.LG2026

One step further with Monte-Carlo sampler to guide diffusion better

Minsi Ren, Wenhao Deng, Ruiqi Feng +1

Stochastic differential equation (SDE)-based generative models have achieved substantial progress in conditional generation via training-free differentiable loss-guided approaches.…

cs.LG2026

GenCP: Towards Generative Modeling Paradigm of Coupled Physics

Tianrun Gao, Haoren Zheng, Wenhao Deng +5

Real-world physical systems are inherently complex, often involving the coupling of multiple physics, making their simulation both highly valuable and challenging. Many mainstream…