1 citations · 2 across the 6 of their papers we have counts for
7 papers
Non-Parametric Spatiotemporal Trajectory Prediction via State-Conditioned Transition Sampling
Michael Fore, Akshay Jain, Justin Downes +2
We present a training-free method for multi-modal trajectory prediction that achieves comparable accuracy to a 57M-parameter transformer while requiring no GPU and zero learned par…
Perturb the Thought, Not the Pixels: Latent-Space Rollout Diversification for Reinforcement Learning of Vision-Language Models
Michael Jerge, Joseph Pelczar, Justin Downes
Reinforcement learning with verifiable rewards (RLVR) improves the reasoning ability of vision-language models (VLMs), and diversifying the rollouts within each optimization group…
Conditional Inference Trees and Forests for Feature Selection
Robert Milletich, Justin Downes, Steve Goley +1
Conditional inference trees (CIT) and conditional inference forests (CIF) reduce split-selection bias by testing features before choosing split thresholds, but repeated permutation…
Evolving Networks Created by Preferential Attachment and Decay
Justin Downes
Growing synthetic networks that follow power law distributions of a node's degree often involves adding one node at a time. Each node is added to the network with a fixed amount of…
Saliency Driven Imagery Preprocessing for Efficient Compression -- Industrial Paper
Justin Downes, Sam Saltwick, Anthony Chen
The compression of satellite imagery remains an important research area as hundreds of terabytes of images are collected every day, which drives up storage and bandwidth costs. Alt…
AutoClimDS: Climate Data Science Agentic AI -- A Knowledge Graph is All You Need
Ahmed Jaber, Wangshu Zhu, Ayon Roy +6
Climate data science remains constrained by fragmented data sources, heterogeneous formats, and steep technical expertise requirements. These barriers slow discovery, limit partici…
Enabling Decision-Support Systems through Automated Cell Tower Detection
Natasha Krell, Will Gleave, Daniel Nakada +3
Cell phone coverage and high-speed service gaps persist in rural areas in sub-Saharan Africa, impacting public access to mobile-based financial, educational, and humanitarian servi…