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Dastawez Jahan-Numa

World News, Faithfully Reported

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988 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Function-Aware Fill-in-the-Middle as Mid-Training for Coding Agent Foundation Models

arXiv:2607.12463v2 Announce Type: replace Abstract: Coding agents must integrate external tool returns into ongoing reasoning - a capability that standard left-to-right pretraining on code exposes only in its forward dir…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Learning Mechanistic Reasoning for Chemical Reactions with Large Language Models

arXiv:2607.12771v2 Announce Type: replace Abstract: Reaction mechanisms consist of the step-by-step sequences of elementary reactions that explain chemical transformations. Learning the mechanism logic is therefore essen…

arXiv (cs)3h ago
Dastawez Jahan-Numa

HeteroMosaic: Exposing and Exploiting Heterogeneous Execution Opportunities for Energy-Efficient Edge LLM Inference

arXiv:2607.12839v3 Announce Type: replace Abstract: Modern edge system-on-chips (SoCs) combine CPUs, integrated GPUs (iGPUs), and neural processing units (NPUs), yet existing LLM runtimes typically make coarse device-lev…

arXiv (cs)3h ago
Dastawez Jahan-Numa

What Models Express, Suppress, and Resist: Auditing Open-Weight LLMs with Persona Vectors

arXiv:2607.13162v2 Announce Type: replace Abstract: What a language model will and will not do is largely set during post-training, but which behaviors it expresses, hides, or resists is not revealed by prompting alone. …

arXiv (cs)3h ago
Dastawez Jahan-Numa

Networked Intelligence: Active Shared Context Graphs for Human-AI Team Science

arXiv:2607.13220v2 Announce Type: replace Abstract: Most AI-for-science systems focus on scaling a single reasoning process by using better models, larger context windows, long-horizon agentic execution, or digital co-sc…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Aurora DSQL: Scalable, Multi-Region OLTP

arXiv:2607.13276v2 Announce Type: replace Abstract: Aurora DSQL is a serverless SQL database designed for cloud-scale transaction processing with multi-region active-active capabilities. Built on a disaggregated architec…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Adapting Diffusion-Based Music Synthesis to Speech and Singing Voice Conversion

arXiv:2607.13278v2 Announce Type: replace Abstract: Recent diffusion-based generative models have achieved strong results in domain-specific audio generation tasks such as speech, singing, and instrumental music synthesi…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Can We Steer the Black-Box? Towards Controllability-Centric Evaluation of Recommender Systems with Collaborative Agents

arXiv:2607.13418v2 Announce Type: replace Abstract: Recommender systems operate as Black-Boxes, leaving users and regulators unable to steer their outputs toward specific intentions or audit their behavior. This lack of …

arXiv (cs)3h ago
Dastawez Jahan-Numa

Poster: To Play or Not to Play: Insights and Lessons Learned from 20 Years of CTFs with ENOFLAG

arXiv:2607.13480v2 Announce Type: replace Abstract: Security contests in the form of CTF (Capture The Flag) exercises are nowadays a common way to learn cyber security. 20 years ago at DIMVA 2006 the on-site CTF CIPHER I…

arXiv (cs)3h ago
Dastawez Jahan-Numa

LOTAPO: Leave-One-Turn Attribution for Self-Generated Process Rewards in Multi-Turn Search Reasoning

arXiv:2607.13501v2 Announce Type: replace Abstract: Reinforcement learning for multi-turn search reasoning typically relies on terminal outcome rewards, which cannot distinguish useful, redundant, and harmful intermediat…

arXiv (cs)3h ago
Dastawez Jahan-Numa

AgentCompass: A Unified Evaluation Infrastructure for Agent Capabilities

arXiv:2607.13705v2 Announce Type: replace Abstract: As Large Language Models (LLMs) evolve into autonomous agents, the need for unified evaluation infrastructure becomes critical. However, current evaluation pipelines re…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Comprehensive, Efficient Large-Scale Community Detection via Structural Entropy Game

arXiv:2607.13713v2 Announce Type: replace Abstract: Community detection is a critical task in graph theory, social network analysis, and bioinformatics, where communities are defined as clusters of densely interconnected…

arXiv (cs)3h ago
Dastawez Jahan-Numa

AspectCLIP: Optimizing CLIP Representation Space via Aspect-Guided Consistency Regularization

arXiv:2607.13805v2 Announce Type: replace Abstract: Contrastive Language-Image Pretraining learns a shared representation space through large-scale contrastive learning. However, existing methods that enforce global cons…

arXiv (cs)3h ago
Dastawez Jahan-Numa

GigaWorld-Policy-0.5: A Faster and Stronger WAM Empowered by AutoResearch

arXiv:2607.13960v2 Announce Type: replace Abstract: World Action Models (WAMs) improve robot policy learning by jointly modeling actions and future visual observations, using future scene evolution as dense supervision f…

arXiv (cs)3h ago
Dastawez Jahan-Numa

CF-Net: Conflict Fusion with Speaker Normalisation and Certainty Weighting for Ambivalence/Hesitancy Recognition

arXiv:2607.13976v2 Announce Type: replace Abstract: Detecting ambivalence and hesitancy (AH) in unconstrained video is challenging because the target signal is inherently ambiguous and expressed through subtle cross-moda…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Early Adoption of Agentic Coding Tools by GitHub Projects

arXiv:2607.14037v2 Announce Type: replace Abstract: Agentic coding tools are increasingly capable of generating and submitting pull requests (PRs) to software projects, introducing new forms of human-agent collaboration …

arXiv (cs)3h ago
Dastawez Jahan-Numa

Zero2Skill: Bootstrapping Robot Skills through Autonomous Data Collection, Training, and Deployment

arXiv:2607.14047v2 Announce Type: replace Abstract: Autonomous data collection governs the volume and quality of real-world trajectories for manipulation policy learning. Existing pipelines reduce human effort via self-r…

arXiv (cs)3h ago
Dastawez Jahan-Numa

A modular state-space model of human perception, cognition, and decision dynamics

arXiv:2607.14078v2 Announce Type: replace Abstract: Human-centered adaptive systems require behavioral models that are both psychologically interpretable and mathematically analyzable. Many existing predictors either ope…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Cross-Cluster Weighted Forests

arXiv:2105.07610v5 Announce Type: replace-cross Abstract: Building trustworthy machine learning algorithms for biological applications requires adapting to data heterogeneity from different sources, batches, distribution…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Strong Spatial Mixing for General 2-Spin Systems: A Unified Approach from Zero-Freeness

arXiv:2401.09317v4 Announce Type: replace-cross Abstract: We study the algorithmic implications of zero-free regions for the partition functions of 2-spin systems. While Barvinok's algorithm yields FPTASes in such region…

arXiv (cs)3h ago
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