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Dastawez Jahan-Numa

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988 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Overlapping Network Community Detection Using Sparse Backbones

arXiv:2607.14531v1 Announce Type: new Abstract: Community structures are common in real networks, and extracting them provides valuable insight in applications ranging from drug discovery to market segmentation. Overlapp…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Probabilistic "Copies" in Generative AI Models

arXiv:2607.14532v1 Announce Type: new Abstract: Recent work shows that it is possible to extract verbatim or near-verbatim text of some copyrighted works from some large language models (LLMs or models). That is evidence…

arXiv (cs)3h ago
Dastawez Jahan-Numa

SwinAD: Multi-stage feature reconstruction for unsupervised industrial anomaly detection

arXiv:2607.14534v1 Announce Type: new Abstract: Industrial anomaly detection aims to identify and localize defective regions without relying on exhaustive annotations of all possible defect types. Although recent unsuper…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Predicting Human Visual Attention on Words in Source Code

arXiv:2607.14535v1 Announce Type: new Abstract: This paper presents a computational model to predict human visual attention over words in software source code. The visual attention of software engineers when reading sour…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Muse: Representation Geometry of Muon Beyond Normalized Momentum

arXiv:2607.14536v1 Announce Type: new Abstract: Muon-style optimizers apply a polar map to matrix momentum, but their updates also depend on the representation of each parameter block before orthogonalization. We study t…

arXiv (cs)3h ago
Dastawez Jahan-Numa

MIDI-RAE-JEPA: Hierarchical Representation Learning and Generation for Symbolic Music

arXiv:2607.14537v1 Announce Type: new Abstract: Rich internal representations of musical structure are essential for music understanding tasks such as machine-assisted music co-writing, yet self-supervised approaches for…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Communication-Efficient Relative Pose Estimation with Vision Foundation Models for Ephemeral Collaborative Perception

arXiv:2607.14539v1 Announce Type: new Abstract: Relative pose estimation is a fundamental capability for collaborative perception and coordination in multi-robot systems. However, robots encountering each other in real-w…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Are LLM-Generated GPU Kernels Production-Ready? A Trace-Driven Benchmark and Optimization Agent

arXiv:2607.14541v1 Announce Type: new Abstract: Existing GPU kernel generation benchmarks draw problems from synthetic or curated sources that diverge from deployed workloads. We present Atrex-Bench, a benchmark whose 30…

arXiv (cs)3h ago
Dastawez Jahan-Numa

CityLLM: A framework for natural-language querying of semantic 3D city models

arXiv:2607.14542v1 Announce Type: new Abstract: Semantic 3D city models provide rich geometric and semantic information, but remain challenging for non-experts and interdisciplinary researchers to access and query due to…

arXiv (cs)3h ago
Dastawez Jahan-Numa

SafeRelBench: A Spatial-Relation-Aware Benchmark for Process-Level Safety in VLM-Driven Embodied Agents

arXiv:2607.14543v1 Announce Type: new Abstract: Vision-language models (VLMs) are increasingly used as the reasoning backbone of embodied agents, enabling robots to interpret visual scenes, follow language instructions, …

arXiv (cs)3h ago
Dastawez Jahan-Numa

3D Geometric Tooth Alignment Planning via Deep Reinforcement Learning

arXiv:2607.14544v1 Announce Type: new Abstract: 3D geometric tooth alignment planning, which determines sequential trajectories from initial malocclusion to the final target alignment, is a cornerstone of modern digital …

arXiv (cs)3h ago
Dastawez Jahan-Numa

CASP: Learning-Augmented Offline Approximation with Verifiable Certificates and Bounded-Loss PAC Guarantees

arXiv:2607.14545v1 Announce Type: new Abstract: Machine-learned predictions can speed up offline NP-hard optimization, but asking a predictor what to do amounts to asking it to solve the problem, and committing an unchec…

arXiv (cs)3h ago
Dastawez Jahan-Numa

AdaTurn: Budget-Aware Test-Time Scaling for Active Visual Perception Agents

arXiv:2607.14547v1 Announce Type: new Abstract: Active visual agents solve fine-grained image tasks by interleaving reasoning with image-grounding actions across multiple turns. However, deployment-time rollout budgets a…

arXiv (cs)3h ago
Dastawez Jahan-Numa

HyMobileAgent: Data-Environment Co-Scaling for Efficient GUI Agents

arXiv:2607.14548v1 Announce Type: new Abstract: As large multimodal models move from understanding content to operating on digital environments, mobile GUI has emerged as a challenging and consequential testbed for digit…

arXiv (cs)3h ago
Dastawez Jahan-Numa

World-Model-Aware Responsibility Allocation in Heterogeneous Logistics Systems

arXiv:2607.14550v1 Announce Type: new Abstract: Logistics systems increasingly mix \emph{autonomous logistic equipment} (ALE) with non-autonomous machinery under a central control system (CS), where the best decision-mak…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Answer-Conditioned Chains of Thought Degrade Verifiable-Reasoning Distillation in Large Language Models

arXiv:2607.14552v1 Announce Type: new Abstract: A standard recipe for distilling the reasoning ability of large language models (LLMs) is to sample chains of thought from the model, keep those that reach the correct fina…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Towards an Intention Abstraction Layer for Autonomous Industrial Systems

arXiv:2607.14553v1 Announce Type: new Abstract: Modern industrial environments increasingly run many autonomous subsystems at once - schedulers, energy managers, vehicle fleets - each pursuing its own goals while sharing…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Consistent Variance Estimation for Q-Function Estimators in Finite-Horizon MDP Tree Search

arXiv:2607.14555v1 Announce Type: new Abstract: We study the variance of Q-function estimators in finite-horizon, finite-state Markov decision process (MDP) tree search. We show that the variance decomposes into three co…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Impact of Expert-Following Strategies in Financial Asset Recommendation

arXiv:2607.14556v1 Announce Type: new Abstract: Financial institutions hold rich transaction histories, yet delivering recommendations that simultaneously maximize investment returns and ensure preference alignment remai…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Seeing the End at Step Zero: Accelerating Diffusion MLLMs via MLP Sparsity-Aware Truncation

arXiv:2607.14557v1 Announce Type: new Abstract: Diffusion Multimodal Large Language Models (DMLLMs) are highly effective for multimodal reasoning, yet their inference efficiency is significantly hindered by fixed-length …

arXiv (cs)3h ago
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