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Dastawez Jahan-Numa

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1301 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Prompt Injection Through Forensic Evidence: A Taxonomy and Proof of Concept of Anti-Forensic Attacks on LLM-Assisted Digital Investigations

arXiv:2610.29747v1 Announce Type: new Abstract: Large language models (LLMs) are entering digital forensics as examination assistants and autonomous agents. Digital forensics inverts the usual setting for indirect prompt…

arXiv (cs)20h ago
Dastawez Jahan-Numa

Metamodel-Guided LLM Decoding for Consistent DSL Generation

arXiv:2610.29749v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly used to generate software engineering artifacts written in domain-specific languages (DSLs). Correct DSL instances usually mus…

arXiv (cs)20h ago
Dastawez Jahan-Numa

Bridging Foundational and Agentic Capabilities of LLMs

arXiv:2610.29751v1 Announce Type: new Abstract: Large language models (LLMs) are increasingly deployed as agents, yet it remains unclear how their foundational capabilities translate into agentic capabilities. End-to-end…

arXiv (cs)20h ago
Dastawez Jahan-Numa

VeruSteer: Learning What to Repair Next in Verus

arXiv:2610.29755v1 Announce Type: new Abstract: LLM-based verification systems repair Rust proofs by revising programs in response to Verus diagnostics. When several error types are reported, pipelines such as AutoVerus …

arXiv (cs)20h ago
Dastawez Jahan-Numa

The Privacy Paradox Is a Misnomer: Data Under Structural Uncertainty

arXiv:2610.29756v1 Announce Type: new Abstract: The infamous privacy paradox refers to the apparent inconsistency between people's stated concern for privacy and their readiness to disclose personal information. This phe…

arXiv (cs)20h ago
Dastawez Jahan-Numa

Information-Induced Conservatism Frontier of Distributed Stability Certificates

arXiv:2610.29757v1 Announce Type: new Abstract: Conservatism in distributed stability certification is often treated as a limitation of the certificate itself, motivating richer Lyapunov functions, tighter relaxations, o…

arXiv (cs)20h ago
Dastawez Jahan-Numa

AssureCode: Structured Justification for Trustworthy Agentic Coding

arXiv:2610.29758v1 Announce Type: new Abstract: The use of AI-based tools in software development is rapidly changing how software is produced, enabling large volumes of code to be generated with limited human implementa…

arXiv (cs)20h ago
Dastawez Jahan-Numa

OMAR: Open-World Multi-Attribute Reasoning for Scene-Conditioned Shelf Organization

arXiv:2610.29761v1 Announce Type: new Abstract: With the advent of foundation models, robots are increasingly capable of understanding and executing explicitly specified human tasks. Extending these capabilities to open-…

arXiv (cs)20h ago
Dastawez Jahan-Numa

ALIAS: Evaluating Performance and Memorization in LLM-Written TLA+ Specifications

arXiv:2610.29767v1 Announce Type: new Abstract: Memorization inflates the benchmark scores of large language models (LLMs), since a model can reproduce answers it saw in training. Researchers test for it with consistent …

arXiv (cs)20h ago
Dastawez Jahan-Numa

UniRAP: Towards Unified Part-level Physical Affordance Reasoning and Actionable Perception

arXiv:2610.29768v1 Announce Type: new Abstract: Vision-language perception has achieved impressive progress in aligning natural language with visual observations, yet grounding high-level semantics into part-level physic…

arXiv (cs)20h ago
Dastawez Jahan-Numa

Location-of-interest vs. Current-location Privacy in Multi-hop Communication

arXiv:2610.29772v1 Announce Type: new Abstract: Consider a standard multi-hop wireless radio network in which nodes relay messages for one another. While the contents of messages may be sensitive and thus encrypted, the …

arXiv (cs)20h ago
Dastawez Jahan-Numa

Do Flow-Generation Tools Matter? Unsupervised Characterization of MQTT Traffic Across Public Datasets

arXiv:2610.29774v1 Announce Type: new Abstract: Message Queue Telemetry Transport (MQTT) is widely used in IoT environments due to its lightweight publish-subscribe design and suitability for resource-constrained network…

arXiv (cs)20h ago
Dastawez Jahan-Numa

Fully Dynamic Triangle and 4-Vertex Subgraph Counting: From Theory to Practice and Back Again

arXiv:2610.29776v1 Announce Type: new Abstract: Counting small patterns is a core primitive in large-scale graph analytics, with numerous applications in data management and network analysis. As modern graphs are massive…

arXiv (cs)20h ago
Dastawez Jahan-Numa

Key Findings for Small UAS for Post-Disaster Damage Assessment from the CURSE'26 Exercise

arXiv:2610.29777v1 Announce Type: new Abstract: The CLARKE building and road damage assessment AI classifier was incorporated into the Catastrophic Unmanned Remote Sensing Exercise (CURSE) 2026, which trained 23 small un…

arXiv (cs)20h ago
Dastawez Jahan-Numa

JointLight: Human-Centric Video Relighting with Asynchronous RGB-Irradiance Joint Modeling

arXiv:2610.29780v1 Announce Type: new Abstract: Understanding and modeling light transport in human-centric scenes is a longstanding challenge. While recent progress in diffusion models has boosted research in relighting…

arXiv (cs)20h ago
Dastawez Jahan-Numa

An experimental evaluation of static k-center clustering algorithms on graphs

arXiv:2610.29781v1 Announce Type: new Abstract: The $k$-center problem is one of the most fundamental clustering problems and has applications in a wide range of areas, including facility location, network design, data m…

arXiv (cs)20h ago
Dastawez Jahan-Numa

Evolving with Open Worlds: Towards Recursive Self-Improvement for Future Forecasting

arXiv:2610.29784v1 Announce Type: new Abstract: Most contemporary artificial intelligence (AI) systems are released with frozen parameters and improve through external updates, whereas an ideal system would keep improvin…

arXiv (cs)20h ago
Dastawez Jahan-Numa

Where Do LLMs Learn to Recommend AI?

arXiv:2610.29785v1 Announce Type: new Abstract: Asked what to study, which career to pursue, or what product to build, large language models (LLMs) often recommend AI-related options. We ask where this tendency comes fro…

arXiv (cs)20h ago
Dastawez Jahan-Numa

D-Pingmesh: Dynamic Probing and Fault Localization for Reconfigurable Datacenter Networks

arXiv:2610.29787v1 Announce Type: new Abstract: Pingmesh monitors datacenter networks through periodic pings between servers. In reconfigurable datacenter networks, topology engineering (TPE) and traffic engineering (TE)…

arXiv (cs)20h ago
Dastawez Jahan-Numa

Open-Vocabulary Models and Label Propagation for Uncertainty-aware Pseudo-Labeling of Object Detection Datasets

arXiv:2610.29788v1 Announce Type: new Abstract: Object detection models rely on large-scale annotated datasets that require substantial manual annotation effort. The labeling costs further increase when annotation uncert…

arXiv (cs)20h ago
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