paper-with-me

Papers

Final Topology for Preference Spaces

2020-04-06 · Pablo Schenone

We say a model is continuous in utilities (resp., preferences) if small perturbations of utility functions (resp., preferences) generate small changes in the model's outputs. While similar, these two questions are different. They are only equivalent when the following two sets are isomorphic: the set of continuous mappings from preferences to the model's outputs, and the set of continuous mappings from utilities to the model's outputs. In this paper, we study the topology for preference spaces defined by such an isomorphism. This study is practically significant, as continuity analysis is predominantly conducted through utility functions, rather than the underlying preference space. Our findings enable researchers to infer continuity in utility as indicative of continuity in underlying preferences.

📄 PDF Abstract BibTeX arXiv:2004.02357

Code (0)

등록된 구현이 없습니다.

Similar Papers 제목 키워드 기반

Intergenerational Preferences and Continuity: Reconciling Order and Topology

2024-01-24 · Asier Estevan, Roberto Maura, Oscar Valero

In this paper we focus our efforts on studying how a preorder and topology can be made compatible. Thus we provide a characterization of those that are continuous-compatible. Such a characterization states that such topo…

The language of pre-topology in knowledge spaces

2021-11-29 · Fucai Lin, Xiyan Cao, Jinjin Li

We systematically study some basic properties of the theory of pre-topological spaces, such as, pre-base, subspace, axioms of separation, connectedness, etc. Pre-topology is also known as knowledge space in the theory of…

Kernel Mean Embedding Topology: Weak and Strong Forms for Stochastic Kernels and Implications for Model Learning

2025-02-19 · Naci Saldi, Serdar Yuksel

We introduce a novel topology, called Kernel Mean Embedding Topology, for stochastic kernels, in a weak and strong form. This topology, defined on the spaces of Bochner integrable functions from a signal space to a space…

Simple pairs of points in digital spaces. Topology-preserving transformations of digital spaces by contracting simple pairs of points

2014-11-30 · Alexander V. Evako

Transformations of digital spaces preserving local and global topology play an important role in thinning, skeletonization and simplification of digital images. In the present paper, we introduce and study contractions o…

Topology-Enhanced Alignment for Large Language Models: Trajectory Topology Loss and Topological Preference Optimization

2026-05-08 · Yurui Pan, Ke Xu, Bo Peng arxiv

Alignment of large language models (LLMs) via SFT and RLHF/DPO typically ignores the global geometry of the representation space, relying instead on local token likelihoods or scalar scores. We view generation as tracing…