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Dastawez Jahan-Numa

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Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Wave Function Backpropagation with Explicit Temporal-Interval Dynamics

arXiv:2609.00503v1 Announce Type: new Abstract: Conventional neural networks learn predominantly through affine transformations followed by nonlinear activations, while elapsed time is often treated as an auxiliary featu…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Independent Reinforcement Learning in Discounted Markov Games

arXiv:2609.00504v1 Announce Type: new Abstract: In this work, we study radically uncoupled learning in discounted general-sum Markov games. Assuming ``$\mathsf{ETH}$ for $\mathsf{PPAD}$", we show that, for every fixed di…

arXiv (cs)1h ago
Dastawez Jahan-Numa

ViTAL-X: Video-Text Alignment with Cross-Modal Temporal Edits

arXiv:2609.00505v1 Announce Type: new Abstract: Video-text models adapted from image-text architectures (e.g., CLIP) frequently exhibit temporal blindness, the inability to perceive fundamental cues like order, direction…

arXiv (cs)1h ago
Dastawez Jahan-Numa

RecalibrateGPT: AI Fatigue Resilient Conversational Interfaces

arXiv:2609.00506v1 Announce Type: new Abstract: Large language models are powerful, but their interfaces often devolve into a type $\rightarrow$ read $\rightarrow$ retype loop, creating conversational AI fatigue, cogniti…

arXiv (cs)1h ago
Dastawez Jahan-Numa

VATO: A Vortex-Force-Aware Transformer Operator for Unsteady Separated Aerofoil Flows

arXiv:2609.00507v1 Announce Type: new Abstract: Accurate prediction of unsteady separated flows is challenging because the aerodynamic loads depend on nonlinear separation and vortex-shedding dynamics. Although high-fide…

arXiv (cs)1h ago
Dastawez Jahan-Numa

CoVer: Conflict-Aware Claim Verification

arXiv:2609.00508v1 Announce Type: new Abstract: Social media fact-checking has long been challenged by evidence-level and aggregation-level conflicts, where erroneous evidence mimics authoritative news sources. To captur…

arXiv (cs)1h ago
Dastawez Jahan-Numa

When the Algorithm Becomes the Brand Crisis: A Sociotechnical Theory of Distributed Responsibility and Accountable Transparency

arXiv:2609.00510v1 Announce Type: new Abstract: Artificial intelligence systems increasingly enact market-facing promises through chatbots, recommendation systems, automated decisions, and generative interfaces. Their fa…

arXiv (cs)1h ago
Dastawez Jahan-Numa

ISO-RAG: Isoperimetric Noise Control for Retrieval-Augmented Generation

arXiv:2609.00513v1 Announce Type: new Abstract: Retrieval-Augmented Generation (RAG) mitigates large language models (LLMs) hallucinations, yet conventional dense retrieval struggles with the complex reasoning paths of m…

arXiv (cs)1h ago
Dastawez Jahan-Numa

The Interlingua Hypothesis: LLMs Translate via a Latent Task-agnostic Feature Space

arXiv:2609.00515v1 Announce Type: new Abstract: Large language models (LLMs) have recently demonstrated improved machine translation performance over strong supervised baselines. This raises questions as to what mechanis…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Learning Task-Specific Antibody Representations via Function-Aware Masking

arXiv:2609.00518v1 Announce Type: new Abstract: Antibody-specific language models pretrained via masked language modeling (MLM) learn representations that are critical for downstream sequence design and property predicti…

arXiv (cs)1h ago
Dastawez Jahan-Numa

The Safeguard Worked. Is the LLM System Safer?

arXiv:2609.00519v1 Announce Type: new Abstract: Safeguards in deployed LLM services are evaluated by refusal, attack success, and policy violation rates. Those rates characterize how a control performed on the requests i…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Soft-Argmax for the Projective Plane via the Veronese Embedding

arXiv:2609.00521v1 Announce Type: new Abstract: From horizon detection to fibre structures in X-ray imaging, many vision tasks recover lines via peak detection in Hough space $H=S^1\times\mathbb{R}$, the domain of orient…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Capacity Achieving Torn Paper Codes

arXiv:2609.00522v1 Announce Type: new Abstract: In the torn paper channel, a codeword is cut at random locations, and the resulting error-free fragments are delivered to the decoder as an unordered multiset. Although the…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Transferable End-to-End Optimization for Indirect Long-Term Memory Poisoning in LLM Agents

arXiv:2609.00523v1 Announce Type: new Abstract: Long-term memory can turn untrusted external content into persistent influence over an LLM agent's future decisions, creating the threat of indirect memory poisoning. A suc…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Are We There Yet? Assessing Computer-Use Agents for Blind Users' Accessible Interaction with Desktop Applications

arXiv:2609.00524v1 Announce Type: new Abstract: Computer-use agents are emerging as a paradigm for agentic human-AI interaction, combining language reasoning with multi-modal interface grounding to operate GUIs. Yet thei…

arXiv (cs)1h ago
Dastawez Jahan-Numa

GenScale: A Benchmark for Relative Object Scale in Image Generation and Editing

arXiv:2609.00525v1 Announce Type: new Abstract: Modern image generation and editing systems can produce photorealistic, prompt-aligned images, but still often render familiar objects at implausible relative sizes. To mea…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Learning Feasibility-Aware Latent Spaces for Preference-Based Exploration of Procedural Automotive Wheel Designs

arXiv:2609.00527v1 Announce Type: new Abstract: Intelligent design interfaces that rely on preference-based optimization are most useful when their suggestions are both meaningful to users and feasible within the target …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Why Multi-Layer Message Passing Works: Completeness Theory for Graph Neural Network Interatomic Potentials

arXiv:2609.00528v2 Announce Type: new Abstract: We prove that the Hypergraph Neural Network, an invariant architecture with 3-body message passing, is a universal approximator for potential energy surfaces. Our main cont…

arXiv (cs)1h ago
Dastawez Jahan-Numa

DeSyR: A Decoupled Symbolic Recovery Framework with PINN-Guided Structure Search and Physics-Informed Coefficient Refinement

arXiv:2609.00530v1 Announce Type: new Abstract: Recovering compact explicit solutions from neural approximations is challenging when imperfect teacher data guide symbolic topology search and coefficient estimation. We pr…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Solutions to Three Conjectures and an Open Problem on Binary BCH Codes

arXiv:2609.00532v1 Announce Type: new Abstract: BCH codes are among the most important classes of cyclic codes and have played a central role in coding theory and its applications. One of the fundamental problems in the …

arXiv (cs)1h ago
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