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Dastawez Jahan-Numa

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1353 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Reinforcement Learning Enhanced LLM Agents for Complex Vehicle Routing Problems

arXiv:2609.00859v1 Announce Type: new Abstract: Vehicle Routing Problems (VRPs) are fundamental combinatorial optimization problems with widespread applications in various scenarios. The advanced optimization solvers can…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Training-Free Inpainting Across Domains with a Frozen Text-to-Image Diffusion Model

arXiv:2609.00862v1 Announce Type: new Abstract: We show that a frozen generic text-to-image diffusion model can perform conditional inpainting across three evaluated natural-image domains with one fixed controller config…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Conditional Flow Matching for ML-Based Inverse Design Problems

arXiv:2609.00863v1 Announce Type: new Abstract: Engineering inverse design is often limited by the high computational cost of iterative solvers for optimization problems constrained by partial differential equations (PDE…

arXiv (cs)1h ago
Dastawez Jahan-Numa

MemoryWalker: Stop Training Agents on Contexts They Never Saw

arXiv:2609.00865v1 Announce Type: new Abstract: Production agent harnesses such as Claude Code and Qwen-Agent compress context during rollout, but training under compression creates a conditioning problem: every eviction…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Benchmarking Vision-Language Models for Automated Pathology Diagnosis and Report Generation

arXiv:2609.00866v1 Announce Type: new Abstract: The rapid advancement of vision-language models (VLMs) has accelerated progress in computational pathology; however, whole-slide image (WSI)-based pathology report generati…

arXiv (cs)1h ago
Dastawez Jahan-Numa

The Visual Insensitivity Gap: Diagnosing When Vision-Language Models Fail to Use Visual Evidence

arXiv:2609.00868v1 Announce Type: new Abstract: Vision-language models are evaluated by aggregate accuracy on multimodal benchmarks, a practice that implicitly assumes the model uses its visual input. We show this assump…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Construction of a DFA for Computing Grundy Numbers in the Successful Derivation Games on Right-Linear Grammars

arXiv:2609.00871v1 Announce Type: new Abstract: Inoue et al. have introduced the successful derivation game (SDG) on context-free grammars (CFGs), which is a generalization of classic heap-based games including subtracti…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Membership Inference in Fine-tuned Diffusion Language Models via Token-level Memorization Asymmetry

arXiv:2609.00873v1 Announce Type: new Abstract: Diffusion language models (DLMs) have recently emerged as an alternative modeling paradigm to autoregressive LMs, offering advantages such as parallel generation and bidire…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Beyond the Clock: Measuring the Value of Adaptive Revision

arXiv:2609.00874v1 Announce Type: new Abstract: As agentic systems become compound systems, increasingly important decisions move above task execution itself: when should a higher-level controller preserve the strategy g…

arXiv (cs)1h ago
Dastawez Jahan-Numa

FractalNet-Based Heterogeneous Federated Learning for Orbital Edge Intelligence in Satellite Mega-Constellations: A Wildfire Case Study

arXiv:2609.00875v1 Announce Type: new Abstract: Satellite mega-constellations are emerging as large-scale sensing, communication, and computation fabrics, yet their learning architectures remain largely inherited from te…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Prediction-Robust Service Deployment with Capacity-Aware Edge Admission

arXiv:2609.00877v1 Announce Type: new Abstract: Edge platforms instantiate executable services close to users to reduce request-serving cost, but each instance incurs a one-time deployment cost and remains useful only fo…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Towards reliable multimodal disaster severity assessment through preference optimization and explainable vision-language reasoning

arXiv:2609.00879v1 Announce Type: new Abstract: Reliable disaster damage assessment requires models that provide both accurate predictions and transparent explanations. However, existing multimodal approaches are limited…

arXiv (cs)1h ago
Dastawez Jahan-Numa

iPINN for Broadband CARS Phase Retrieval: A Framework for Function Approximation and Inverse Modeling Problems in Nonlinear Spectroscopy

arXiv:2609.00883v1 Announce Type: new Abstract: Phase retrieval in broadband coherent anti-Stokes Raman spectroscopy (BCARS) is an ill-posed inverse problem. The Raman-like signal is encoded in the imaginary part of the …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Denoising Diffusion Generative Models Secretly Calculate Attentions

arXiv:2609.00885v1 Announce Type: new Abstract: Denoising diffusion models are the dominant architecture for image generation, whereas most natural language generation and modeling are primarily handled by well-known tra…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Using LLMs to Elicit Security Requirements for Service-Oriented Cyber Ranges

arXiv:2609.00886v1 Announce Type: new Abstract: Cyber ranges are complex environments comprising many interacting components and stakeholders with different security concerns. The Service-Oriented Cyber Range (SOR) is no…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Algorithm-Hardware Co-Design of a Lightweight PCG Equalizer with a Fixed Step Size for Massive MIMO

arXiv:2609.00890v1 Announce Type: new Abstract: Coarse quantization in massive multiple-input multiple-output (MIMO) systems reduces power but causes clipping distortions. The Bayesian Expectation-Maximization (BEM) algo…

arXiv (cs)1h ago
Dastawez Jahan-Numa

CacheBridge: Efficient Cross-Model KV Cache Transfer

arXiv:2609.00891v1 Announce Type: new Abstract: Sharing context between LLMs in a multi-model system requires the receiving model to prefill the shared prefix because KV caches are model-specific. Recent closed-form cros…

arXiv (cs)1h ago
Dastawez Jahan-Numa

CARE: Contrastive Anchor-based Rubric Evolution for Large Language Model Post-Training

arXiv:2609.00892v1 Announce Type: new Abstract: Rubric-based reinforcement learning decomposes open-ended instructions into prompt-specific, flexible rubrics, making it better suited than reinforcement learning with veri…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Random-Priority Frontier Routing: Tight $\Theta(n^c)$ Bounds Against $c$-Node Cartels

arXiv:2609.00893v1 Announce Type: new Abstract: We study path diversification in trusted-node networks, where sensitive material is relayed through intermediate nodes, some of which may be compromised. Our randomized rou…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Asymptotic behavior of Eckhoff's method for convergence acceleration of Dirac eigenfunction expansions

arXiv:2609.00895v1 Announce Type: new Abstract: The current paper considers the problem of recovering a vector-function on $[-1,1]$ from a limited number of coefficients of its expansion into a series of eigenfunctions o…

arXiv (cs)1h ago
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