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20232026
most citedQ-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels

33 citations · 69 across the 40 of their papers we have counts for

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Showing 2026Show all

6 papers · 1 filter

cs.CL2026

Many Right Answers, One Training Example: Removing Responder Noise from GRPO for LLM Recommenders

Xin Li, Hao Jiang, Jinghao Guo +2

A recommendation request on Reddit draws several replies, each naming different titles. When an LLM recommender is trained on such threads with reinforcement learning (RL), which r…

cs.AI2026

PRISMR: Overcoming Parse Collapse in Multimodal Listwise Ranking via Parameterized Representation Internalization

Hao Jiang, Xin Li, Annan Wang +4

Generative listwise ranking with Large Multimodal Models (LMMs) aims to capture global list context in a single forward pass, but its effectiveness degrades in long-context multimo…

cs.CV2026

ConceptSeg-R1: Segment Any Concept via Meta-Reinforcement Learning

Yuan Zhao, Youwei Pang, Jiaming Zuo +10

Recent progress in promptable segmentation has shifted visual perception from object-level localization toward concept-level understanding. However, the notion of a concept remains…

cs.CV2026

R4-CGQA: Retrieval-based Vision Language Models for Computer Graphics Image Quality Assessment

Zhuangzi Li, Jian Jin, Shilv Cai +1

Immersive Computer Graphics (CGs) rendering has become ubiquitous in modern daily life. However, comprehensively evaluating CG quality remains challenging for two reasons: First, e…

cs.MM2026

TPIFM: A Task-Aware Model for Evaluating Perceptual Interaction Fluency in Remote AR Collaboration

Jiarun Song, Ninghao Wan, Fuzheng Yang +1

Remote Collaborative Augmented Reality (RCAR) enables geographically distributed users to collaborate by integrating virtual and physical environments. However, because RCAR relies…

cs.HC2026

From Perception to Cognition: How Latency Affects Interaction Fluency and Social Presence in VR Conferencing

Jiarun Song, Ninghao Wan, FuZheng Yang +1

Virtual reality (VR) conferencing has the potential to provide geographically dispersed users with an immersive environment, enabling rich social interactions and user experience u…