Paper page - Large Language Models over Networks: Collaborative Intelligence under Resource Constraints
… View arXiv page View PDF Add to collection Community 🌐 What's this about Cloud APIs alone can't serve every LLM workload. …
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Paper page - Crosslingual On-Policy Self-Distillation for Multilingual Reasoning
… View arXiv page View PDF GitHub 3 Add to collection Community Get this paper in your agent: hf papers read 2605.09548 Don't have the latest CLI? curl -LsSf https://hf.co/cli/install.sh | bash No model linking this paper Cite arxiv.org/abs/2605.09548 in a model README.md to link it from this page. …
Paper page - PsychoSafe: Eliciting Psychologically-Informed Refusals in Large Language Models
… View arXiv page View PDF GitHub 2 Add to collection Community PsychoSafe is a psychologically informed framework for making LLM refusals more supportive in high-risk situations, such as crises, coercion, or escalating harmful intent. …
Paper page - The Shadow Price of Reasoning: Economic Perspective on Optimal Budget Allocation for LLMs
… It performs rational abandonment and reallocates resources from insolvent queries to solvable queries near their emergence thresholds. …
Paper page - Learning to Act and Cooperate for Distributed Black-Box Consensus Optimization
… View arXiv page View PDF Add to collection Community Studied consensus based black box optimization from a learning perspective and proposed LAC MAS, an LLM assisted multi-agent framework that jointly learns how agents act and how they cooperate. …
Paper page - Reinforcement Learning Elicits Contextual Learning of Unseen Language Translation
… View arXiv page View PDF GitHub 8 Add to collection Community In this paper, we propose a reinforcement learning approach to unseen language translation given rich linguistic context, we argue that LLMs can acquire the meta-skill of utilizing context knowledge rather than memorizing specific langua… …
Paper page - FlashRT: Towards Computationally and Memory Efficient Red-Teaming for Prompt Injection and Knowledge Corruption
… To quantify the security risks faced by LLMs under these threats, the research community has developed heuristic-based and optimization-based red-teaming methods. …
Paper page - Why Larger Models Learn More: Effects of Capacity, Interference, and Rare-Task Retention
… The results point to a data-induced competition over resources neurons . …
Paper page - LiVeAction: a Lightweight, Versatile, and Asymmetric Neural Codec Design for Real-time Operation
… View arXiv page View PDF Project page GitHub 2 Add to collection Community https://ut-sysml.github.io/liveaction pip install livecodec This is an automated message from the Librarian Bot . …
Paper page - Repetition over Diversity: High-Signal Data Filtering for Sample-Efficient German Language Modeling
… We release our German language models called Boldt , as well as our cleaned evaluation benchmarks to the research community. …