Research radar

arXiv preprints, filtered for developer impact.

Concise summaries of new AI papers, ranked for how likely they are to change how production systems are built. arXiv collection remains rate-limited.

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http://arxiv.org/abs/2610.05833v1

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Paper	Authors	arXiv ID	Categories	Published	Code	Radar	Summary
Request Order Matters: Cache-History Sensitivity in Selective KV-Cache Reuse for Rolling Agents	Tiffany Gu, Annie Guan, Manshu Huang	http://arxiv.org/abs/2610.05833v1	cs.AI, cs.LG	Oct 5, 2026	None	Score75	Long-running agents repeatedly call an LLM while retaining most of their document window, evi...
Selecting Long-Horizon Trajectories for Reliable and Efficient Terminal-Agent Training	Cuong Dang, Hoang Anh Just, Ruoxi Jia	http://arxiv.org/abs/2610.05831v1	cs.LG, cs.AI	Oct 5, 2026	None	Score75	Terminal agents are commonly trained by imitating long teacher trajectories, yet how much of...
Who Keeps the Gains from Personal AI Assistants? Seller Adaptation and the Unassisted in a Language-Model Market Simulation	Haonan Huang, Joey Xiao	http://arxiv.org/abs/2610.05823v1	cs.MA, cs.AI	Oct 5, 2026	None	Score78	Personal AI assistants are beginning to transact for consumers, and early adopters capture re...
From Mixing to Tearing: Graph Decomposition in Decentralized Optimization via Message Passing	Kuangyu Ding, Gesualdo Scutari	http://arxiv.org/abs/2610.03709v1	math.OC, cs.LG	Oct 2, 2026	None	Score71	We study the minimization of sums of smooth strongly convex functions over undirected graphs,...
Simulation-Free Learning of Population Dynamics with Wasserstein Lagrangian Residuals	Fedor Sergeev, Markus Heinonen, Daniel Waxman	http://arxiv.org/abs/2610.03679v1	cs.LG, stat.ME	Oct 2, 2026	Detected	Score81	The dynamics of cells, organisms, and fluids are often modeled as probability distributions e...
Designing Protein Structures from Natural Language	Joseph Lee, Yanjing Li, Bo Qiang	http://arxiv.org/abs/2610.13917v1	cs.LG, q-bio.BM	Oct 9, 2026	None	Score72	A central challenge in de novo protein design is generating proteins with desired structural...
Hitting-Time Bounds for Asynchronous Q-Learning	Yang Peng	http://arxiv.org/abs/2610.13901v1	stat.ML, cs.LG	Oct 9, 2026	None	Score62	We study the last iterate of standard asynchronous Q-learning from a single trajectory of a f...
Density Ratio Estimation with Stein Displacement Fields	Song Liu	http://arxiv.org/abs/2610.12437v1	stat.ML, cs.LG	Oct 8, 2026	None	Score62	Density ratios quantify distribution shift from a probability-mass point of view, whereas dis...
Tetris3D: 3D Scene Generation With Objects That Fit Together	Jaeyeong Kim, Jinhyuk Jang, Jongmin Lee	http://arxiv.org/abs/2610.10539v1	cs.CV	Oct 7, 2026	None	Score71	We propose Tetris3D, a generative framework for single-image 3D scene reconstruction that rec...
Why Forget-Only Unlearning Needs Memorization	Luka Radić, Vikrant Singhal, Amartya Sanyal	http://arxiv.org/abs/2610.10519v1	cs.LG, cs.IT	Oct 7, 2026	None	Score74	Machine unlearning asks for a deletion algorithm whose output is close to retraining from scr...