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Dastawez Jahan-Numa

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Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Uniform a priori bounds and error analysis for the Adam stochastic gradient descent optimization method

arXiv:2603.18899v2 Announce Type: replace Abstract: The adaptive moment estimation (Adam) optimizer proposed by Kingma & Ba (2014) is presumably the most popular stochastic gradient descent (SGD) optimization method for …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Rigorous Error Certification for Neural PDE Solvers: From Empirical Residuals to Solution Guarantees

arXiv:2603.19165v2 Announce Type: replace Abstract: Uncertainty quantification for partial differential equations is traditionally grounded in discretization theory, where solution error is controlled via mesh/grid refin…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Revealing Multi-View Hallucination in Large Vision-Language Models

arXiv:2603.23934v2 Announce Type: replace Abstract: Large vision-language models (LVLMs) are increasingly being applied to multi-view image inputs captured from diverse viewpoints. Despite this growing use, current LVLMs…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Process-Aware AI for Rainfall-Runoff Modeling: A Mass-Conserving Neural Framework with Hydrological Process Constraints

arXiv:2603.25093v2 Announce Type: replace Abstract: Machine learning models can achieve high predictive accuracy in hydrological applications but often lack physical interpretability. The Mass-Conserving Perceptron (MCP)…

arXiv (cs)1h ago
Dastawez Jahan-Numa

SafeMath: Safe Solutions for Unsafe Math Word Problems

arXiv:2603.25201v3 Announce Type: replace Abstract: Recent research points toward LLMs being manipulated through adversarial and seemingly benign inputs, resulting in harmful, biased, or policy-violating outputs. In this…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Bridging the Gap Between Stable Marriage and Stable Roommates: A Parameterized Algorithm for Optimal Stable Matchings

arXiv:2603.26943v4 Announce Type: replace Abstract: In the Stable Roommates Problem (SR), a set of $2n$ agents rank one another in a linear order. The goal is to find a matching that is stable: one that has no pair of ag…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Over-Refusal and Representation Subspaces: A Mechanistic Analysis of Task-Conditioned Refusal in Aligned LLMs

arXiv:2603.27518v4 Announce Type: replace Abstract: Aligned language models that are trained to refuse harmful requests also exhibit over-refusal: they decline safe instructions that seemingly resemble harmful instructio…

arXiv (cs)1h ago
Dastawez Jahan-Numa

APEX-EM: Non-Parametric Online Learning for Autonomous Agents via Structured Procedural-Episodic Experience Replay

arXiv:2603.29093v3 Announce Type: replace Abstract: LLM agents rerun full reasoning for every task, even one they solved moments earlier. We introduce \textbf{APEX-EM}, a non-parametric experience memory that stores comp…

arXiv (cs)1h ago
Dastawez Jahan-Numa

VectorGym: A Multi-Task Benchmark for SVG Code Generation, Sketching and Editing

arXiv:2603.29852v2 Announce Type: replace Abstract: We introduce VectorGym, a comprehensive benchmark suite for Scalable Vector Graphics (SVG) that spans generation from text and sketches, complex editing, and visual und…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Oblivion: Self-Adaptive Agentic Memory Control through Decay-Driven Activation

arXiv:2604.00131v3 Announce Type: replace Abstract: Human memory adapts through selective forgetting: experiences become less accessible over time but can be reactivated by reinforcement or contextual cues. In contrast, …

arXiv (cs)1h ago
Dastawez Jahan-Numa

IWP: Token Pruning as Implicit Weight Pruning in Large Vision Language Models

arXiv:2604.00757v3 Announce Type: replace Abstract: Large Vision Language Models show impressive performance across image and video understanding tasks, yet their computational cost grows rapidly with the number of visua…

arXiv (cs)1h ago
Dastawez Jahan-Numa

TRU: Targeted Reverse Update for Efficient Multimodal Recommendation Unlearning

arXiv:2604.02183v4 Announce Type: replace Abstract: Multimodal recommendation systems (MRS) jointly model user-item interaction graphs and rich item content, but this tight coupling makes user data difficult to remove on…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Training-Free Refinement of Flow Matching with Divergence-based Sampling

arXiv:2604.04646v2 Announce Type: replace Abstract: Flow-based models learn a target distribution by modeling a marginal velocity field, defined as the average of sample-wise velocities connecting each sample from a simp…

arXiv (cs)1h ago
Dastawez Jahan-Numa

DiffHDR: Re-Exposing LDR Videos with Video Diffusion Models

arXiv:2604.06161v3 Announce Type: replace Abstract: Most digital videos are stored in 8-bit low dynamic range (LDR) formats, where much of the original high dynamic range (HDR) scene radiance is lost due to saturation an…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Accurate Residues for Floating-Point Debugging

arXiv:2604.06258v2 Announce Type: replace Abstract: Floating-point arithmetic is error-prone and unintuitive. Floating-point debuggers instrument programs to monitor floating-point arithmetic at run time and flag numeric…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Cut Finite Element Methods for Convection-Diffusion in Mixed-Dimensional Domains

arXiv:2604.07162v2 Announce Type: replace Abstract: We develop a cut finite element method (CutFEM) for convection--diffusion problems posed on mixed-dimensional domains, i.e., unions of manifolds of different dimensions…

arXiv (cs)1h ago
Dastawez Jahan-Numa

KV Cache Offloading for Context-Intensive Tasks

arXiv:2604.08426v5 Announce Type: replace Abstract: With the growing demand for long-context LLMs across a wide range of applications, the key-value (KV) cache has become a critical bottleneck for both latency and memory…

arXiv (cs)1h ago
Dastawez Jahan-Numa

FrameCrafter: Novel View Synthesis as Video Completion

arXiv:2604.08500v2 Announce Type: replace Abstract: We tackle the problem of sparse novel view synthesis (NVS) using video diffusion models; given $K$ ($\approx 5$) multi-view images of a scene and their camera poses, we…

arXiv (cs)1h ago
Dastawez Jahan-Numa

What Drives Representation Steering? A Mechanistic Case Study on Steering Refusal

arXiv:2604.08524v2 Announce Type: replace Abstract: Applying steering vectors to large language models (LLMs) is an efficient and effective model alignment technique, but we lack an interpretable explanation for how it w…

arXiv (cs)1h ago
Dastawez Jahan-Numa

LLM-PRISM: Characterizing Silent Data Corruption from Permanent GPU Faults in LLM Training

arXiv:2604.10390v2 Announce Type: replace Abstract: Large-scale LLM training is increasingly susceptible to hardware defects stemming from manufacturing escapes and silicon aging. These defects manifest as Silent Data Co…

arXiv (cs)1h ago
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