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Showing papers from University of Maryland, College Park Show all papers

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arXivVirginia TechU Maryland, College ParkMohamed bin Zayed University of LLM evaluation & benchmarks

A Missing Piece for Trustworthy AI Reviewers: From Benchmarking Rhetorical Robustness to SciCore Review

Rhetorical robustness requires stable judgments across content-preserving rewrites and discrimination across papers; SciCore improves both via dual-branch science-core review.

Chenguang Wang, Ming Li, Chengrui Fan, Jianpeng Chen and 3 more

Published Sep 30, 2026 · 0 citations · ▲ 76 on Hugging Face

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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 9/10
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70%Highly rated
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arXivU North Carolina at Chapel HillU Maryland, College ParkWashington University in St. LouRL for LLMs

Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling

A lightweight RL controller formulates adaptive sampling as an MDP to balance LLM answer correctness, latency, and computation cost at test time.

Runpeng Dai, Tong Zheng, Rui Liu, Chengsong Huang and 1 more

Published Jun 2, 2026 · 0 citations · ▲ 13 on Hugging Face

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AI panel: 5 of 20 reviewers recommend it
lenient 4/5
medium 1/10
strict 0/5
45%Niche pick
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NeurIPS 2026U Maryland, College ParkU MarylandOptimization

Diversity Maximization: Algorithms for Distant $k$-Subsets

Shayan C Jahan, Hamed Abdi, Ali Ahmadi, Javier Marinković and 1 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026U Maryland, College ParkStanfordBar-IlanGoodfireLLM pretraining & scaling laws

Pretraining Data Statistics Shape the Phases of Learning Entity Comparison in Language Models

Yik S Chan, Jing Huang, Yanai Elazar, Atticus Geiger

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Maryland, College ParkByteDanceCursorMetaMicrosoftImage recognition

LogT: Logically Think with Images for Visual Search

Yanjun Fu, Quanzeng You, Jiadong Guo, Yujie Lu and 5 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026U Maryland, College ParkNVIDIASoftware engineering agents

Structured Human-Like Agentic Flow for RTL Design

Yu-Tung Liu, Zhan Song, Chenhui Deng, Chia-Tung Ho and 1 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026U Maryland, College ParkU MarylandU Maryland - College ParkU Maryland College ParkQuantization

MPQ: A Message-Passing View of Post-Training Quantization

Yanshuo Chen, chenxi liu, Reza Shirkavand, Heng Huang

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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57%Worth a look
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NeurIPS 2026U Central FloridaU Maryland, College ParkJailbreaks & red teaming

Brute-Force Jailbreaks and Codon-Aware Watermarking for DNA Foundation Models

Munish B Persaud, Amrit Singh Bedi, Souradip Chakraborty

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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lenient 1/5
medium 0/10
strict 0/5
67%Highly rated
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NeurIPS 2026StanfordU Maryland, College ParkImperial College LondonGoogle DeepMindProteins

Plausible Biomolecular Structure Prediction via Physics-informed Reinforcement Learning

Tai Dang, Hieu Tran, Long-Hung Pham, Sang Truong and 3 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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lenient 2/5
medium 0/10
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57%Worth a look
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NeurIPS 2026NortheasternU California, San DiegoU Maryland, College ParkUC San DiegoModel-based RL

Generalizing Action-Conditioned Latent World Models with Video Model Rewards

Haichao Zhang, Yijiang Li, Shwai He, Van T Le and 2 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026U Maryland, College ParkThe University of SydneyU Maryland College ParkInstruction tuning

Geometry-Aware Zeroth-Order Optimization for Fine-Tuning Quantized LLMs

Shaocong Ma, Weidong Cai, Heng Huang

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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57%Worth a look
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NeurIPS 2026U North Carolina at Chapel HillAmazonU Maryland, College ParkUNC Chapel HillAdobeVideo generation

Beyond Copy-Paste: How Well Do Subject-Driven Video Models Understand Their Subjects?

Zun Wang, Kenan Deng, Daniel Blackburn, Linlin Lu and 4 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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AI panel: 1 of 20 reviewers recommend it
lenient 1/5
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NeurIPS 2026U Maryland, College ParkU Maryland College ParkUnified multimodal models

XMNoise2Clean: Cross-Modal Denoising Under Sparse Data

Hirad Yazdankhah, Chris Metzler

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U Central FloridaU Maryland, College ParkJailbreaks & red teaming

Safe in Its Own Words: Self-Guided Safety Alignment for Multimodal Reasoning Models

Adeel Yousaf, Souradip Chakraborty, Mubarak Shah, Amrit Singh Bedi

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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lenient 1/5
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NeurIPS 2026Origin AIOrigin WirelessOrigin ResearchOrigin Research Origin Wireless AITime series foundation models

AmbientFM: A Foundation Model for Ambient Sensing

Guozhen Zhu, Yuqian Hu, Sakila S Jayaweera, Wei-Hsiang Wang and 5 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026U Maryland, College ParkU MarylandU Illinois at Urbana-ChampaignMITMultimodal reasoning

MotorSense: A Video-EMG Dataset of Motoric Representations for Action Understanding

Eadom T Dessalene, Michael Maynord, Amir Hossein Shahidzadeh, Botao He and 5 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026Origin AIOrigin WirelessOrigin ResearchOrigin Research Origin Wireless ResearchVisual grounding

CSI-TextBench: A Dataset and Benchmark for Language-Grounded Ambient Sensing Perception

Guozhen Zhu, Yuqian Hu, Sakila S Jayaweera, Wei-Hsiang Wang and 2 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026U MarylandU Maryland, College ParkGoogle ResearchGraph neural networks

Efficient Dynamic Algorithms for Graph Neural Networks with Non-Linearity

Kiarash Banihashem, MohammadTaghi Hajiaghayi, Mahdi JafariRaviz, Silvio Lattanzi and 1 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026Google researchUCIU MarylandU Maryland, College ParkDonald Bren School of InformatioGraph neural networks

Finite-Sample and Communication-Efficient Networked Information Aggregation

Mohammadhossein Bateni, Zahra Hadizadeh, MohammadTaghi Hajiaghayi, Mahdi JafariRaviz and 1 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U MarylandGoogle researchGoogleU Maryland, College ParkOptimization

Submodular Clustering beyond $1-1/e$

Kiarash Banihashem, Mohammadhossein Bateni, Hossein Esfandiari, Samira Goudarzi and 1 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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AI panel: 1 of 20 reviewers recommend it
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