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FedMTFI: Feature Importance Based Optimized Multi Teacher Knowledge Distillation in Heterogeneous Federated Learning Environment
Announce Type: new Abstract: Federated learning (FL) is a decentralized approach that enables collaborative model training without exposing raw data. Instead of transferring sensitive data, it allows devices to share only model weights, keeping personal data locally and secure. However, in real world settings, the data held by devices is often not evenly distributed and devices mostly differ in computing power and memory capacity.
Predictive Autoscaling in Cloud-Native and Federated Cloud-Edge Computing Environments: A Taxonomy and Future Directions
arXiv:2606.07046v1 Announce Type: new Abstract: Autoscaling is a key capability in cloud-native systems, where dynamic workloads, heterogeneous environments, and latency-sensitive applications require efficient and adaptive resource management. Traditional reactive approaches based on fixed thresholds often respond too late, leading to resource imbalance, performance degradation, and unstable scaling behavior. Recent advances in predictive models, Kubernetes Custom Resource Definitions...
Santos could drill for new gas in Beetaloo basin within weeks as Murray Watt urged to ‘do his job’
Environment Centre of the Northern Territory warns it could be ‘gateway to full-scale fracking in the territory’Get our breaking news email, free app or daily news podcastSantos could begin new drilling for gas in the Northern Territory’s Beetaloo basin within weeks after the Finocchiaro government granted approval for up to 12 wells. The decision, published late last month, has prompted calls from environment groups for the federal environment minister, Murray Watt, to use his powers to...
Safe-FedLLM: Delving into the Safety of Federated Large Language Models
arXiv:2601.07177v5 Announce Type: replace Abstract: Federated learning (FL) addresses privacy and data-silo issues in the training of large language models (LLMs). Most prior work focuses on improving the efficiency of federated learning for LLMs (FedLLM). However, security in open federated environments, particularly defenses against malicious clients, remains underexplored.
DIST-FL: Enhancing Security for TEE-based Aggregation in Federated Learning
arXiv:2606.04899v2 Announce Type: replace Abstract: Trusted Execution Environments (TEEs)-aided federated learning protocols emerge as promising solutions to counter server-side adversaries and ensure the trustworthiness of the server. In this paper, we dissect existing protocols and demonstrate that server-side adversaries can still manipulate client selection and replay aggregation to compromise system robustness and privacy, by exploiting TEE limitations, i.e., state rollback and I/O...
DIST-FL: Enhancing Security for TEE-based Aggregation in Federated Learning
arXiv:2606.04899v1 Announce Type: new Abstract: Trusted Execution Environments (TEEs)-aided federated learning protocols emerge as promising solutions to counter server-side adversaries and ensure the trustworthiness of the server. In this paper, we dissect existing protocols and demonstrate that server-side adversaries can still manipulate client selection and replay aggregation to compromise system robustness and privacy, by exploiting TEE limitations, i.e., state rollback and I/O...
'We're not greenies': Dive industry makes case for stronger ocean protections
Dive industry calls for more no-fish, no-drill zones as marine park review looms Thu 4 Jun 2026 at 4:56am Australia's dive industry has backed calls to expand no-fishing and no-drilling zones across the nation's oceans ahead of a federal review of marine parks. The sector will today launch a public advertising campaign urging stronger protections in offshore waters, including the Coral Sea off Queensland. The campaign comes as federal environment minister Murray Watt prepares to review 44...
Documents reveal concerns over US company’s proposed gas fracking in WA’s Kimberley region
Federal environment department says Black Mountain Energy has provided insufficient data as it seeks to drill 20 gas wells in part of world’s largest tropical savannaGet our breaking news email, free app or daily news podcastThe federal government has repeatedly raised concerns about an American company’s bid to frack for gas in Western Australia’s Kimberley region, part of the world’s largest and most intact tropical savanna. Texas-based Black Mountain Energy, through its subsidiary Bennett...
AlignFed: Alignment-Aware Asynchronous Federated Fine-Tuning for Large Language Models in Heterogeneous Edge Environments
arXiv:2606.08197v1 Announce Type: new Abstract: Large Language Models (LLMs) have significantly propelled the advancement of edge intelligence and have been widely deployed across various scenarios, including autonomous driving, industrial inspection, and personalized IoT services. However, the collaborative adaptation of LLMs on edge devices continues to face formidable challenges due to strict data privacy constraints, highly heterogeneous computing and communication resources, and the...
UN envoy intervenes in Woodside gas plant challenge
UN special rapporteur warns Woodside's North West Shelf extension could violate human rights Thu 4 Jun 2026 at 8:00am In short: A UN special rapporteur has intervened in Australia's decision to extend Woodside's North West Shelf gas project by another 40 years. The submissions by Astrid Puentes Riaño were filed in three Federal Court challenges seeking to overturn the extension. The Federal Court will take the submissions into account when hearings resume in July.