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Showing papers from University of Central Florida Show all papers

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NeurIPS 2026U Central Florida3D vision & reconstruction

FlashSSM-3D: A Distilled State Space Model for Lightning-Fast Dense 3D Reconstruction

Nyle Siddiqui, Mubarak Shah

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

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NeurIPS 2026Center for Research in Computer U Central Florida3D vision & reconstruction

Georeferenced Cross-View 3D Reconstruction from Ground and Satellite Images

David G Shatwell, Mubarak Shah

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Central FloridaFlorida StateFlorida InternationalWatermarking & AI-text detection

PRO: Enabling Precise and Robust Text Watermark for Open-Source LLMs

Jiaqi Xue, Yifei Zhao, Mansour Al Ghanim, Shangqian Gao and 3 more

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

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NeurIPS 2026Nanjing AgricuturalEast China NormalPekingU WollongongU Central FloridaVision-language models

Beyond Global Alignment: Structured Compositional Reasoning for Vision-Language Models

Zhoujun Ye, Yiwei Fu, Qiyun Huang, Jie Yang and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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medium 0/10
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NeurIPS 2026SpotlightBeijing Institute of TechnologyU Central FloridaU Technology SydneyTime series forecasting

Paloma: Phase-Conditioned Residual Modulation for Time Series Forecasting

Jingru Fei, Kun Yi, Wei Fan, Qi Zhang and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Central FloridaLLM reasoning & chain of thought

Evaluating Whether LLMs Can Reliably Connect the DOTs?

Eftekhar Hossain, John Salvador, Santu Karmaker

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

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NeurIPS 2026U Central FloridaAmazonMulti-agent LLM systems

MaRiO: Multi-agent Collaborative Reasoning via Shared Observations in MLLMs

Nathaniel Redmond, Fidel Omar Tito Cruz, Devansh Sharma, Shehreen Azad and 3 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 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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medium 0/10
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NeurIPS 2026Arizona StateU Central FloridaMulti-agent RL

CAFE: Causally-Guided Automated Feature Engineering with Multi-Agent Reinforcement Learning

Arun Vignesh Malarkkan, Wangyang Ying, Hongyu Cao, Dongjie Wang and 1 more

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

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67%Highly rated
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NeurIPS 2026ETH ZurichU Central FloridaLLM evaluation & benchmarks

Simulating Students or Sycophantic Problem Solving? On Misconception Faithfulness of LLM Simulators

Heejin Do, Shashank Sonkar, Mrinmaya Sachan

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

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AI panel: 2 of 20 reviewers recommend it
lenient 2/5
medium 0/10
strict 0/5
57%Worth a look
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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
medium 0/10
strict 0/5
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NeurIPS 2026U Central FloridaU ManitobaFlorida StateUT DallasDynamic graphs

A Topological Encoder Decoder Framework for Temporal Graph Learning

Ronan Buck, Kiarash Shamsi, Tran Gia Bao Ngo, Astrit Tola and 2 more

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 2026AuburnU Texas at San AntonioCardiffU Central FloridaU South DakotaAI oversight & deception

Exploring Advertising Manipulation in Diffusion Image Generation

Tianshi Che, Yang Zhou, Yushan Mu, Zeru Zhang and 7 more

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

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lenient 1/5
medium 0/10
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NeurIPS 2026U Central FloridaIndian Institute of Technology JImage recognition

Re:Cognize - A Framework for Open-Set Sequential Character Re-Identification

Aaditya Baranwal, Madhav Kataria, Yogesh Rawat, Shruti Vyas

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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45%Niche pick
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NeurIPS 2026U ManitobaMcGillMcGill, MilaUT DallasMila - Université de MontréalDynamic graphs

Hydra: Towards Transferable Multi-Task Learning on Temporal Graphs

Kiarash Shamsi, Farimah Poursafaei, Tran Gia Bao Ngo, Reihaneh Rabbany and 5 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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medium 0/10
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45%Niche pick
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NeurIPS 2026U GeorgiaThe University of Texas at DallaU Texas at DallasU Central FloridaUT DallasGraph neural networks

From Nodes to Pixels: Topological and Structural Two-View Graph Imaging

Md Joshem Uddin, Soham Changani, Sai K Navuluru, Cuneyt Akcora and 1 more

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

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80%Must read
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NeurIPS 2026U Central FloridaDeep learning theory

Bifurcation Models: Learning Set-Valued Solution Maps with Weight-Tied Dynamics

Bifurcation models learn set-valued solution maps via weight-tied dynamics, representing multi-branch attractor landscapes with almost everywhere regular selectors and outperforming single-branch supervision, though diversity requires explicit encouragement.

Caleb Jore, Jialin Liu

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

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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 6/10
strict 2/5
74%Highly rated
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NeurIPS 2026U Central FloridaUM6P - Université Mohammed VI PoInstruction tuning

Trust the Direction, Search the Step: Zero-and-First-Order Methods for LLM Fine-Tuning

ZFO decouples direction selection from step-size via zeroth-order curvature estimates along first-order directions, improving LLM fine-tuning with minimal overhead.

Cristian McGee, El Houcine Bergou, Aritra Dutta

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

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9/20 AI panelreviewers recommend it

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AI panel: 9 of 20 reviewers recommend it
lenient 5/5
medium 4/10
strict 0/5
78%Highly rated
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NeurIPS 2026Singapore University of TechnoloU Maryland, College ParkAmazonU Central FloridaLLM evaluation & benchmarks

Why Pass@k Optimization Can Degrade Pass@1: Prompt Interference in LLM Post-Training

Pass@k optimization degrades pass@1 via prompt interference, as its gradients conflict by upweighting negatively interfering, low-success prompts.

Anas Barakat, Souradip Chakraborty, Khushbu Pahwa, Amrit Singh Bedi

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

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AI panel: 11 of 20 reviewers recommend it
lenient 5/5
medium 5/10
strict 1/5
91%Must read
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NeurIPS 2026U Southern CaliforniaNovateur Research SolutionsU Central FloridaRepresentation & contrastive learning

TraXion: Rethinking Pre-training Frameworks for Mobility and Beyond

TraXion introduces MESES axioms and a pre-training framework for multi-entity spatiotemporal event streams that beats mobility baselines and generalizes to security and health logs.

Shang-Ling Hsu, Mark Tenzer, Cyrus Shahabi, Khurram Shafique

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

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18/20 AI panelreviewers recommend it

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AI panel: 18 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 4/5
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