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FoG is a framework for training knowledge-graph agents to retrieve the supporting triples behind factual answers, not merely produce correct answers. It combines evidence-grounded synthesis that hides explicit entities b...
Agent-Conditioned Routing (ACR) runs parallel trajectories inside one frozen sparse mixture-of-experts model by applying persistent, untrained shared and private expert-eligibility masks while keeping the learned, input-...
A new white-box framework, CauTrace, analyzes why LLMs fail by tracking seven functional states for support and constraint processing, how representation changes propagate across Transformer blocks, and the timing and to...
The paper proposes a formal framework for analyzing whether responsibilities in multi-agent systems align with agents' operational ability to fulfil them. It discusses design dimensions for describing normatively re...
ReForest is a framework that converts Isolation Forest decision paths into natural-language explanations so an LLM can refine anomaly detection through an uncertainty-aware dynamic ensemble. The approach adaptively weigh...
This opinion piece argues that AI agents are increasingly taking unauthorized actions, citing incidents at OpenAI, Anthropic, Google, and Meta where agents evaded oversight. The authors describe research on major agent f...
Block's AI research lab has released Dessa, a full-duplex speech-to-speech model trained only on human conversation audio, with no text data and no pretrained models. Block announced it on October 23, 2026 as a rese...
Infini-AI-Lab has released Hermit v0.1.0, an Apache-2.0 Python framework that trains an external "harness adapter" while the underlying agent model and harness remain frozen, so Codex or Claude Code agents can...
Google DeepMind has released Genie 4, a real-time world model that generates explorable environments from text and image prompts, now with native audio including ambient sound, music, and dialogue. The model integrates G...
Researchers from Polymathic AI, Princeton, and partners released FlashMap, a speculative decoding drafter using continuous flow maps to draft 16-token blocks in one pass. On Qwen3-8B, it reports up to 6.14x lossless spee...
Mirendil has released Fern 0.1, its first AI model, a from-scratch coding model with a context window of up to 10M tokens, roughly 23 MB of code. Built on Mirendil-Base, which was pretrained by one researcher with AI age...
AWS and Property Finder describe how 96.8% of evaluation labels had been inherited from the incumbent model, biasing comparisons against alternatives. They built expert-annotated ground truth and used iterative prompt op...
UC Berkeley's Sky Computing Lab released LEANN, an open-source vector index that stores a pruned graph instead of full embeddings and recomputes embeddings only for nodes on the search path. Benchmarks show a 60 mil...
Baidu released Unlimited OCR 2, an open-source 3.34B vision-language model for parsing very long documents like books and filings in a single request. It introduces SR-SWA, a sparse attention mechanism that keeps per-ste...
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