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Multimodal large language models (MLLMs) show remarkable potential for scientific reasoning, yet their performance in specialized domains such as microscopy remains limited by the scarcity of domain-specific training data and the difficulty…

计算机视觉与模式识别 · 计算机科学 2026-05-12 Manyu Li , Ruian He , Chenxi Ma , Weimin Tan , Bo Yan

Let $T$ be the triangle with vertices (1,0), (0,1), (1,1). We study certain integrals over $T$, one of which was computed by Euler. We give expressions for them both as a linear combination of multiple zeta values, and as a polynomial in…

数论 · 数学 2008-10-30 Jonathan Sondow , Sergey Zlobin

Pluri-Lagrangian systems are variational systems with the multi-dimensional consistency property. This notion has its roots in the theory of pluriharmonic functions, in the Z-invariant models of statistical mechanics, in the theory of…

数学物理 · 物理学 2015-06-03 A. I. Bobenko , Yu. B. Suris

If $\rho$ denotes a finite dimensional complex representation of $\textbf{SL}_2(\textbf{Z})$, then it is known that the module $M(\rho)$ of vector valued modular forms for $\rho$ is free and of finite rank over the ring $M$ of scalar…

数论 · 数学 2015-09-25 Cameron Franc , Geoffrey Mason

Despite significant progress in transformer interpretability, an understanding of the computational mechanisms of large language models (LLMs) remains a fundamental challenge. Many approaches interpret a network's hidden representations but…

机器学习 · 计算机科学 2025-10-14 James R. Golden

Let $F$ be a $p$-adic field, $E$ be a quadratic extension of $F$, $D$ be an $F$-central division algebra of odd index and let $\theta$ be the Galois involution attached to $E/F$. Set $H=GL(m,D)$, $G=GL(m,D\otimes_F E)$, and let $P=MU$ be a…

表示论 · 数学 2021-08-19 Nadir Matringe

Despite the increasing use of large language models (LLMs) for context-grounded tasks like summarization and question-answering, understanding what makes an LLM produce a certain response is challenging. We propose Multi-Level Explanations…

The multiple zeta values (MZVs) possess a rich algebraic structure of algebraic relations, which is conjecturally determined by two different (shuffle and stuffle) products of a certain algebra of noncommutative words. In a recent work,…

数论 · 数学 2015-03-24 Wadim Zudilin

Generating molecules that satisfy precise numeric constraints over multiple physicochemical properties is critical and challenging. Although large language models (LLMs) are expressive, they struggle with precise multi-objective control and…

人工智能 · 计算机科学 2026-01-19 Yizhan Li , Florence Cloutier , Sifan Wu , Ali Parviz , Boris Knyazev , Yan Zhang , Glen Berseth , Bang Liu

Multiple zeta values have been studied by a wide variety of methods. In this article we summarize some of the results about them that can be obtained by an algebraic approach. This involves "coding" the multiple zeta values by monomials in…

量子代数 · 数学 2007-10-31 Michael E. Hoffman

We introduce an iterated integral version of (generalized) log-sine integrals (iterated log-sine integrals) and prove a relation between a multiple polylogarithm and iterated log-sine integrals. We also give a new method for obtaining…

数论 · 数学 2019-04-23 Ryota Umezawa

The invariants of solvable triangular Lie algebras with one nilindependent diagonal element are studied exhaustively. Bases of the invariant sets of all such algebras are constructed using an original algebraic algorithm based on Cartan's…

数学物理 · 物理学 2018-04-03 Vyacheslav Boyko , Jiri Patera , Roman O. Popovych

Microwell microfluidics has been utilized for single-cell analysis to reveal heterogeneity in gene expression, signaling pathways, and phenotypic responses for identifying rare cell types, understanding disease progression, and developing…

神经元与认知 · 定量生物学 2025-10-17 Dinh-Nguyen Nguyen , Sadia Shakil , Raymond Kai-Yu Tong , Ngoc-Duy Dinh

We define lowest weight polynomials (LWPs), motivated by $so(d,2)$ representation theory, as elements of the polynomial ring over $ d \times n $ variables obeying a system of first and second order partial differential equations. LWPs…

高能物理 - 理论 · 物理学 2021-07-07 Robert de Mello Koch , Sanjaye Ramgoolam

Diffusion Language Models (DLMs) generate text by iteratively denoising masked token sequences, offering a tradeoff between parallelism and quality compared to autoregressive models. In current practice, the number of tokens decoded per…

机器学习 · 计算机科学 2026-05-20 Yufeng Xu , Zishuo Bao , Qian Wang , Zeshen Zhang , Haoqi Zhang , Bowen Peng , Ang Li , Rahul Chalamala , Yucheng Lu

We derive weighted summation identities involving the second order recurrence sequence $\{w_n\} =\{ w_n(a,b; p, q)\}$ defined by $w_0 = a,\,w_1 = b;\,w_n = pw_{n - 1} - qw_{n - 2}\, (n \ge 2)$, where $a$, $b$, $p$ and $q$ are arbitrary…

数论 · 数学 2018-04-13 Kunle Adegoke

We consider two families of weighted zero-sum constants for finite abelian groups. For a finite abelian group $( G , + )$, a set of weights $W \subset \mathbb{Z}$, and an integral parameter $m$, the $m$-wise Davenport constant with weights…

数论 · 数学 2015-05-22 Luz Elimar Marchan , Oscar Ordaz , Irene Santos , Wolfgang Schmid

We prove an easy but interesting result about the linear independence of multiple zeta values of different weights.

数论 · 数学 2007-05-23 Sergey Zlobin

We study the Mahler measures of certain families of Laurent polynomials in two and three variables. Each of the known Mahler measure formulas for these families involves $L$-values of at most one newform and/or at most one quadratic…

数论 · 数学 2014-09-03 Detchat Samart

We consider the one dimensional periodic complex valued mKdV, which corresponds to the first equation above cubic NLS in the associated integrable hierarchy. Our main result is the construction of a sequence of invariant measures supported…

偏微分方程分析 · 数学 2025-01-28 Carlos E. Kenig , Andrea R. Nahmod , Nataša Pavlović , Gigliola Staffilani , Nicola Visciglia
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