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Scalable Simulation-Based Model Inference with Test-Time Complexity Control

Simulation plays a central role in scientific discovery. In many applications, the bottleneck is no longer running a simulator; it is choosing among large families of plausible simulators, each corres...

👤 Manuel Gloeckler|J. P. Manzano-Patrón|St... 📰 arXiv 📅 2026 👁 92 📚 33

Vector Policy Optimization: Training for Diversity Improves Test-Time Search

Language models must now generalize out of the box to novel environments and work inside inference-scaling search procedures, such as AlphaEvolve, that select rollouts with a variety of task-specific ...

👤 Ryan Bahlous-Boldi | Isha Puri | Idan Sh... 📰 arXiv 📅 2026 👁 157 📚 27

S2A3: Thompson Sampling and Stochastic Exposure Control for High-Stakes CATs

High-stakes computerized adaptive tests (CATs) require a continuous supply of calibrated items, yet traditional item piloting is slow, expensive, and operationally hazardous. We introduce the S2A3 fra...

👤 James Sharpnack | Alexander Tsigler | J.... 📰 arXiv 📅 2026 👁 92 📚 25

VideoMLA: Low-Rank Latent KV Cache for Minute-Scale Autoregressive Video Diffusion

Long-rollout causal video diffusion has converged on a fixed-size sliding-window KV cache, with recent progress innovating within this layout by changing which tokens occupy the window or how their po...

👤 Hidir Yesiltepe | Jiazhen Hu | Tuna Han ... 📰 arXiv 📅 2026 👁 72 📚 22

Learning with Simulators: No Regret in a Computationally Bounded World

Understanding the minimal assumptions necessary for generalization is the fundamental question in learning theory. Unfortunately, most results rely heavily on independence (or some proxy thereof) of t...

👤 Sasha Voitovych | Abhishek Shetty | Noah... 📰 arXiv 📅 2026 👁 104 📚 19

Complex-Valued Probability Measures and Their Applications in Information Theory

This paper introduces a comprehensive framework for complex-valued probability measures and explores their novel applications in information theory and statistical analysis. We define a complex probab...

👤 Siang Cheng|Hejun Xu|Tianxiao Pang 📰 arXiv 📅 2026 👁 48 📚 19

Global Optimality for Constrained Exploration via Penalty Regularization

Efficient exploration is a central problem in reinforcement learning and is often formalized as maximizing the entropy of the state-action occupancy measure. While unconstrained maximum-entropy explor...

👤 Florian Wolf | Ilyas Fatkhullin | Niao H... 📰 arXiv 📅 2026 👁 120 📚 18

PromptHub: Enhancing Multi-Prompt Visual In-Context Learning with Locality-Aware Fusion, Concentration and Alignment

Visual In-Context Learning (VICL) aims to complete vision tasks by imitating pixel demonstrations. Recent work pioneered prompt fusion that combines the advantages of various demonstrations, which sho...

👤 Tianci Luo|Jinpeng Wang|Shiyu Qin|Niu Li... 📰 arXiv 📅 2026 👁 428 📚 11

The sensory gene repertoire of deep-sea hydrothermal shrimp.

Deep-sea hydrothermal vents are among the most extreme and geochemically dynamic environments on Earth, characterized by steep gradients in temperature and chemical concentration. Alvinocaridid shrimp...

👤 Chertemps Thomas, Montagné Nicolas, Math... 📰 未知期刊 📅 2026 👁 62 📚 10

3D-Helical Artificial Chromatophore for Thermally Tunable Fluorescence and Stealth Switching.

This paper presents a bioinspired thermochromic actuator that mimics natural camouflage systems by switching between visible and stealth modes in response to temperature changes. Thus, the innovation ...

👤 Kim Dojin, Kim Hyeon Jun, Lee Seok Won, ... 📰 ACS Applied Materials & Interfaces 📅 2026 👁 75 📚 9

Universal Nano-Bead Emitter Inks for Programmable Nanometric Fluorescent Architectures

Fabricating brightly fluorescent layers with nanometric thickness and digitally controlled lateral structuration remains a challenge for next-generation photonic devices, optical calibration standards...

👤 Ilya Olevsko | Maria Shehadeh | Dmytro O... 📰 arXiv 📅 2026 👁 70 📚 9

Instance of a Heteroplasmic Mitogenome in Alvinocaridid Shrimp Mirocaris fortunata (Martin & Christiansen 1995) Found at the Moytirra Deep-Sea High-Temperature Hydrothermal Vent Field.

In this study, we report the complete mitochondrial genome of the deep-sea hydrothermal vent shrimp Mirocaris fortunata (Alvinocarididae) from shotgun sequencing data on an individual tail tissue. The...

👤 Campos Paola E, Collins Patrick C, Ruane... 📰 未知期刊 📅 2026 👁 42 📚 9

Ascidians as a Sustainable Source of Cellulose: Physicochemical Characterization, Degradability, and Relevance for Bioplastic Applications.

Cellulose derived from ascidians (tunicates) is distinguished from plant-based counterparts by its marine origin, with high crystallinity, and complex hierarchical architecture. However, quantitative ...

👤 Zamora-Mendoza Lizbeth, Valdiviezo-Cuenc... 📰 Biopolymers 📅 2026 👁 76 📚 8

Listening to tuna: Acoustic characterization of captive juvenile yellowfin tuna (Thunnus albacares).

The effectiveness of passive acoustic monitoring (PAM) for studying marine biodiversity highly relies on comprehensive libraries of species-specific sounds. While sound production is well-documented i...

👤 Anggawangsa Regi Fiji, Bertucci Frédéric... 📰 未知期刊 📅 2026 👁 54 📚 3

Pelagic food web realignment supports resilient larvae of Southern Bluefin Tuna in a warming ocean.

Many of the oceans' top predatory fishes at low to mid latitudes face an uncertain future as their vulnerable larvae deal with higher environmental temperature and reduced productivity associated with...

👤 Landry Michael R, Laiz-Carrión Raúl, Mal... 📰 未知期刊 📅 2026 👁 27 📚 3

Neuromorphic In-Memory Computing for Marine Visual-Auditory Perception.

The exploration of marine environments is crucial, yet the extreme conditions of the deep-sea, combined with the segregated signal processing in current sensor technologies, lead to bulky systems, hig...

👤 Deng Qunrui, Chen Wenjie, Liu Xueting, S... 📰 未知期刊 📅 2026 👁 45 📚 1

Emerging trends in functional chitosan-based composites: applications in environmental remediation, energy storage, and biomedical solutions.

Chitosan, derived from marine resources and insects, is biodegradable, non-toxic, and chemically tunable, which makes it a good candidate in green technology. Recent improvements in chitosan composite...

👤 Basit Abdul, Akhtar Muhammad Rehan, Humz... 📰 Journal of Advanced Research 📅 2026 👁 42 📚 1

From surface water to marine fauna: Assessing microplastic pollution in the northeastern Indian Ocean ecosystem.

Microplastic pollution, stemming from plastic degradation or direct release, presents a persistent threat to marine environments. While global concern grows, data from the Indian Ocean, especially on ...

👤 Fan Sijie, Hu Menghong, Zhen Hanfeng, Wa... 📰 Marine Environmental Research 📅 2026 👁 74 📚 0

A Blueprint for Equilibrium-Based Differentiable Continuous-Variable Thermodynamic Computing

To address the escalating energy and latency demands of machine-learning workloads, we introduce a blueprint for an energy-efficient and fast thermodynamic computing stack that leverages stochastic an...

👤 Owen Lockwood | Jérémy Béjanin | Joost B... 📰 arXiv 📅 2026 👁 56 📚 0
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