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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

Flexible Language-Guided Representation Editing for Adaptive Robot Behavior

arXiv:2610.28893v1 Announce Type: new Abstract: Trajectory demonstrations show robots how to behave but not why, leaving them to guess which features of the task actually matter. Incorrect guesses produce misaligned inte…

arXiv (cs)21h ago
Dastawez Jahan-Numa

CSD: Common-Support Distillation for Cross-Tokenizer Knowledge Transfer

arXiv:2610.28895v1 Announce Type: new Abstract: Cross-tokenizer logits distillation enables knowledge transfer across model families, allowing students to learn from stronger or more specialized teachers. However, differ…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Is Refusal Direction Universal across Low-Resourced Languages?

arXiv:2610.28897v1 Announce Type: new Abstract: Refusal directions have been shown to transfer cross-lingually with near-perfect effectiveness across safety-aligned languages (Wang et al., 2025), reportedly regardless of…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Minimax-Optimal Predictive Flow Matching under Distribution Drift

arXiv:2610.28898v1 Announce Type: new Abstract: Flow matching learns a generative velocity field by regression, but under distribution drift a field must be deployed before the current data arrive. We study this predicti…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Data-Driven Glyph Positioning for Handwritten Music Synthesis

arXiv:2610.28899v1 Announce Type: new Abstract: Synthesised data is a common strategy to address the lack of annotated handwritten music scores in Optical Music Recognition (OMR). Smashcima is a recent synthesis framewor…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Learning Dynamic Games for Cooperative Iterative Tasks

arXiv:2610.28901v1 Announce Type: new Abstract: We consider cooperative and iterative tasks involving multiple agents whose interactions are modeled as a dynamic game with shared constraints. We propose a general learnin…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Mixed finite element methods for a heat-assisted model of sedimentation

arXiv:2610.28903v1 Announce Type: new Abstract: A model for the consolidation-sedimentation process incorporating thermal effects is analysed. The model is motivated by novel applications to heat-assisted sedimentation o…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Hidden Messages Between Diffusion Language Model Agents: Causal Evidence for Latent Communication

arXiv:2610.28905v1 Announce Type: new Abstract: Diffusion language models form answers through a sequence of revisable continuous states, but multi-agent systems usually discard those states and make agents communicate o…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Strict Equality in Higher Identity Types: Axioms, Completeness, Decidability

arXiv:2610.28906v1 Announce Type: new Abstract: Reasoning about higher identity types uses two equalities, strict equality and equivalence of cells witnessed by a path. Strict equality is a congruence for every operation…

arXiv (cs)21h ago
Dastawez Jahan-Numa

JaxMARL-BC: Multi-Agent Reinforcement Learning for Macroeconomic Modelling, in Seconds

arXiv:2610.28907v1 Announce Type: new Abstract: Multi-agent reinforcement learning (MARL) offers a principled way of populating simulated economies with many heterogeneous decision makers. Its adoption, pioneered in fina…

arXiv (cs)21h ago
Dastawez Jahan-Numa

DiffResearch: Accelerating Deep Research with Diffusion Language Models

arXiv:2610.28909v1 Announce Type: new Abstract: Deep research systems iteratively plan, gather evidence, synthesize, and revise, making end-to-end latency a key bottleneck for interactive use. Almost all production syste…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Simply Logical -- The First Three Decades

arXiv:2610.28912v1 Announce Type: new Abstract: This paper charts the evolution of the Prolog textbook Simply Logical -- Intelligent Reasoning by Example from print with runnable programmes on a 3.5-inch diskette publish…

arXiv (cs)21h ago
Dastawez Jahan-Numa

D-Skill: Distilling Teacher Knowledge through Agent Skills

arXiv:2610.28914v1 Announce Type: new Abstract: Frontier language-model agents excel at complex tasks, but high inference costs make transferring their capabilities to smaller models essential. Traditional knowledge dist…

arXiv (cs)21h ago
Dastawez Jahan-Numa

A Model-Free Continuous-Time RL Algorithm from Discrete-Time Off-Policy Data with End-to-End Guarantees

arXiv:2610.28915v1 Announce Type: new Abstract: In this paper, we study continuous-time reinforcement learning, where the state follows an unknown stochastic differential equation but only a fixed off-policy batch of dis…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Query Feedback and Teaching for Stable and Certifiable Language Generation

arXiv:2610.28918v1 Announce Type: new Abstract: Language generation in the limit studies whether a learner observing an enumeration of an unknown target language can eventually generate only valid, previously unseen elem…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Navigation Explainability for Object Avoidance with LLMs for Assistive Robots

arXiv:2610.28920v1 Announce Type: new Abstract: Blind and visually impaired individuals face uncertainty when navigating unfamiliar areas. Whether a cane or a guide dog is used for navigation, this may prove to be challe…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Constrained Tagging for Span Labeling

arXiv:2610.28922v1 Announce Type: new Abstract: Generative LLMs can label spans without task-specific training, but their output is not tied to positions in the input: a returned span may be absent from the input or occu…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Experimental Characterization of SMD Inductors for Cryogenic Power Conversion at 4 K

arXiv:2610.28923v1 Announce Type: new Abstract: With the increasing complexity and scalability demands of cryogenic electronic systems, such as quantum computing platforms, conversion of power within the cryogenic enviro…

arXiv (cs)21h ago
Dastawez Jahan-Numa

One Policy, Many Styles: Where to Aggregate Preferences for Steerable Humanoid Control?

arXiv:2610.28925v1 Announce Type: new Abstract: Modern robotic agents are increasingly expected to support steerable control, where a single policy can adjust its behavioral style at runtime under changing user preferenc…

arXiv (cs)21h ago
Dastawez Jahan-Numa

An algorithmic construction of Nullstellensatz certificates for graph automorphism groups

arXiv:2610.28928v1 Announce Type: new Abstract: Solvers for graph isomorphism and related problems are widely used in both theoretical and applied domains, but their complexity often requires users to trust their correct…

arXiv (cs)21h ago
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