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Dastawez Jahan-Numa

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1353 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

S$^2$Prune: Spatially Structured Visual Token Pruning for Multimodal Large Language Models

arXiv:2609.01224v1 Announce Type: new Abstract: Visual token pruning reduces the inference overhead of multimodal large language models (MLLMs) by retaining only a subset of visual tokens. Existing methods usually select…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Multi-Head Self Attention is a Parameter Identification Mechanism

arXiv:2609.01231v1 Announce Type: new Abstract: We prove that a multi-head scaled dot product attention can be viewed as a parameter identification strategy. The ratio of unidentified parameters to the total number of pa…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Position Matters: Feature Inversion Attacks in ViT Split Inference with Token Reduction and Shuffling

arXiv:2609.01232v1 Announce Type: new Abstract: Vision Transformers (ViTs) are increasingly used in split-inference systems, where edge devices transmit intermediate token representations to a remote cloud. In this setti…

arXiv (cs)1h ago
Dastawez Jahan-Numa

MutMem-V2: Cryptographically Authorized Mutation in Persistent Agent Memory Portable Verification and Reproducible Evidence

arXiv:2609.01235v1 Announce Type: new Abstract: MutMem V1 introduced retention-preserving, cryptographically authorized mutation for persistent agent memory but did not provide a complete portable verification contract o…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Continuous Autonomous Refactoring: A Research Roadmap for AI-Driven Code Quality Maintenance

arXiv:2609.01236v1 Announce Type: new Abstract: Large language models have shown promising capabilities in code refactoring, but existing approaches remain limited to method-level tasks. In this paper, we envision LLM-ba…

arXiv (cs)1h ago
Dastawez Jahan-Numa

From Language to Behavior: Scaling Sequence Transformers for Industrial Recommendation Ranking with Rec-Native Designs

arXiv:2609.01240v1 Announce Type: new Abstract: Scaling Transformers has driven large gains in language modeling, but transplanting this to behavior-sequence modeling in production ranking is challenging: recommendation …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Post-Training Science for Supervised Fine-Tuning

arXiv:2609.01244v1 Announce Type: new Abstract: Every supervised fine-tuning run forces the same chain of decisions, such as learning rate, batch size, LoRA or full fine-tuning, how many epochs, which optimiser, and what…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Explore More, Drift Less: Outcome-Only Reinforcement Learning Can Suffice for Long-Horizon Interactive Agents

arXiv:2609.01245v1 Announce Type: new Abstract: Reinforcement learning is a natural way to post-train LLM agents for long-horizon interactive tasks judged only by end-of-task verification, yet a shared belief holds that …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Ready to Speak: Aligning LLMs for TTS-Friendly Text Generation

arXiv:2609.01246v1 Announce Type: new Abstract: Current Large Language Models (LLMs) are primarily optimized for written text, often producing outputs that are grammatically correct and helpful yet poorly suited for spok…

arXiv (cs)1h ago
Dastawez Jahan-Numa

One Prompt Is Enough: Watermark Laundering Through Foundation Image Models

arXiv:2609.01249v1 Announce Type: new Abstract: Invisible watermarks are typically evaluated against predefined perturbations such as compression, blur, noise, cropping, and denoising. Public foundation image models expo…

arXiv (cs)1h ago
Dastawez Jahan-Numa

MeRoPE: Metric Rotary Position Embedding for Camera-Controlled Video Generation

arXiv:2609.01252v1 Announce Type: new Abstract: In camera-controlled video generation, geometry-aware positional encodings condition tokens on camera extrinsics and per-token viewing rays. Existing schemes, however, have…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Highly Detailed Simulation for Connected Automated Vehicle Cooperative Driving

arXiv:2609.01254v1 Announce Type: new Abstract: End-to-end simulation of connected and automated vehicles requires consistent fidelity across mobility, environment modeling, V2X radio propagation, and decision-making/con…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Measuring the Behavioral Fidelity of Long-Horizon Human Activity Simulations

arXiv:2609.01257v1 Announce Type: new Abstract: As LLM-based human simulators are increasingly used for policy, evaluation, and training, they must faithfully reproduce real behavioral patterns. While prior work has exam…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Dual Process Motion Planning

arXiv:2609.01260v1 Announce Type: new Abstract: Robotic systems are deeply embedded in both industry and everyday life, where they are expected to act with speed, precision, and reliability. Classical control and plannin…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Solving In-Table Prediction Problems by Deep Neural Networks with Performance Evaluation Using Synthetic Data

arXiv:2609.01262v1 Announce Type: new Abstract: Tabular deep learning (TDL) leverages neural networks (NN) to extract patterns from tabular data. Traditional TDL methods follow a supervised learning paradigm, where a tar…

arXiv (cs)1h ago
Dastawez Jahan-Numa

What Does an Agentic Software Engineering Benchmark Measure? Profiling Task Demands and Agent Behaviour Beyond What Category Labels Reveal

arXiv:2609.01271v1 Announce Type: new Abstract: Agentic software engineering benchmarks are typically summarized by nominal category labels such as "bug fix" or "feature implementation," yet benchmarks carrying the same …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Making Prospective Memory SLM-Shaped: Typed Intention Stores for Small-Model Agents

arXiv:2609.01272v1 Announce Type: new Abstract: Prospective memory means carrying out a deferred intention at the right future cue while other work continues. Benchmarks now isolate it as an agent skill, yet frontier LLM…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Position: Privacy Is a Claim, Not a Property of Synthetic Data

arXiv:2609.01273v1 Announce Type: new Abstract: Synthetic data has become a common component of machine learning research. While widely adopted, its use in privacy-sensitive contexts has quietly shifted from a claim of r…

arXiv (cs)1h ago
Dastawez Jahan-Numa

From Base Rollouts to RL Reasoning: A Budgeted Search Perspective

arXiv:2609.01274v1 Announce Type: new Abstract: Reinforcement learning with verifiable rewards (RLVR) improves language-model reasoning, but how these gains relate to inference-time decoding and search remains unclear. D…

arXiv (cs)1h ago
Dastawez Jahan-Numa

The Constitutional Coverage Trilemma in AI Governance

arXiv:2609.01275v1 Announce Type: new Abstract: Frontier AI systems function as \emph{constitutional institutions}: each deployed model encodes an implicit ranking among safety, helpfulness, honesty, autonomy, and equity…

arXiv (cs)1h ago
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