Aionda

SourceMar 14, 20262026-03-14

When Harmless Tasks Process Harmful User Content

Examines how LLMs should handle harmful user-provided text in harmless tasks like summarization, translation, and classification.

k-ai-pulse

RoundupMar 13, 20262026-03-13

AI Resource Roundup (24h) - 2026-03-13

A curated link roundup from recently collected official updates and tech news.

ARROW Reframes Memory Efficient Continual Reinforcement Learning

ARROW extends DreamerV3 with dual buffers and distribution-matching replay to reduce forgetting under memory limits.

Dynamic Coordination in Multi-Agent LLM and Robotics Systems

A minimal theory of multi-agent coordination through environmental memory, incentive fields, and feedback loops.

llm

Evaluating LLM-Based Mandarin-to-English Translation with Automated Metrics

Examines how far automated evaluation can match human judgment in Mandarin-to-English LLM translation and where bias may distort results.

Single RGB-D Hand Retargeting for Robot Teleoperation

A low-cost teleoperation approach using a single RGB-D camera for hand tracking, 3D reconstruction, and robot retargeting.

llm

Stable Dependence Estimation for Autoencoder Feature Analysis

A new estimator for stable dependence analysis across autoencoder inputs, latents, and reconstructions, beyond mutual information pitfalls.

Stable Spike for Low-Latency SNN Consistency Optimization

A concise look at Stable Spike, dual consistency optimization, and bitwise AND for more stable low-latency SNN inference.

STAIRS-Former for Variable-Agent Offline Multi-Task MARL Generalization

A transformer-based offline multi-task MARL approach targeting variable agent counts and generalization to unseen scenarios.

CommunityMar 13, 20262026-03-13

Turning AI Ideas Into University Patent Strategy

A practical guide to turning AI ideas into patents through university invention rules, prototype planning, and claim-ready differentiation.

UAV-MARL Reframes Medical Drone Delivery as Collaborative Decisions

A look at UAV-MARL, which treats medical drone delivery as multi-agent collaborative decision-making, not just routing.

Adversarial Attacks on ML NIDS and Ensemble Defenses

ML-based NIDS can be evaded via adversarial examples like FGSM and GAN. Evaluate robustness and compare ensemble defenses.

RoundupMar 12, 20262026-03-12

How AI Co-Writing Shifts Writing And Opinions

AI co-writing can shift users from ideation to reactive selection, affecting expressed claims and even post-writing attitudes.

k-ai-pulse

AI Resource Roundup (24h) - 2026-03-12

A curated link roundup from recently collected official updates and tech news.

CommunityMar 12, 20262026-03-12

Cash vs Unlimited AI Access: ROI Decision Framework

Compare monthly cash vs future unlimited generative AI using ROI, including review, security, and policy-compliance costs.

Epistemic Stability For Industrial LLM Hallucination Control

Industrial LLM hallucinations framed as a reproducibility problem, comparing five prompt strategies to reduce output variance across repeated runs.

llm

Learning Quantum Probes for End-to-End RF Sensing

Reframes RF channels as sensors and jointly learns quantum probes with models under 5 ms/sample and pipeline constraints.

Measuring LLM Gaps With LatAm Context QA Benchmarks

A LatAm-focused QA set (26k+) links Wikidata and Wikipedia to measure LLM gaps by country and cultural context.

CommunityMar 12, 20262026-03-12

Rethinking Research Automation Forecasts Beyond Speed And Accuracy Metrics

Don’t equate tokens/sec or speedups with research automation; fix success, time budget, retries, and verification to forecast.

k-ai-pulse

RoundupMar 11, 20262026-03-11

AI Resource Roundup (24h) - 2026-03-11

A curated link roundup from recently collected official updates and tech news.

Executable Skills Library for Self-Improving RL Agents

Defines skills as executable function code and manages them online via create-run-update-on-fail-save-on-success loops.

LLM Orchestrates Superconducting Qubit Control And Measurement Experiments

Overview of an LLM framework that automates superconducting qubit control and measurement via schema-less tool generation, plus safety and logging needs.

Markov Risk Surfaces And RL Search With LLM QA

Guardian turns messy case docs into schema-aligned spatiotemporal states, builds Markov risk surfaces, plans with RL, then validates via LLM QA.