Janus
PulseAugur coverage of Janus — every cluster mentioning Janus across labs, papers, and developer communities, ranked by signal.
- 2026-05-13 research_milestone Publication of a research paper introducing the JANUS architecture for CT triage. source
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New JANUS framework mitigates catastrophic forgetting in AI models
Researchers have developed a novel post-hoc framework called JANUS to address the stability-plasticity dilemma in fine-tuning foundation models. This method aims to mitigate catastrophic forgetting by ensuring Parameter…
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New protocol reveals semantic drift in unified AI models
A new research paper introduces the Semantic Drift Protocol (SDP), a method to evaluate the consistency of unified AI models that handle both image-to-text and text-to-image tasks. The SDP simulates a "Telephone Game" b…
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JANUS module enhances black-box optimization with Jacobian alignment
Researchers have developed JANUS, a novel plug-and-play module designed to enhance population-based optimizers like CMA-ES. JANUS extracts local geometric signals from recent evaluation traces without replacing the host…
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Janus framework uses LLMs to co-evolve programs and evaluators
Researchers have developed Janus, a novel framework designed to enhance Large Language Model (LLM)-driven discovery in scientific and engineering domains where evaluations are costly. Janus addresses the challenge of ex…
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Argus-Unified model offers economical image understanding and generation
Researchers have developed Argus-Unified, a novel unified multimodal model designed for both image understanding and generation. This model is notable for its compact size and economical training, utilizing a two-stage …
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Janus system explores user control in AI agent permissions
Researchers have introduced Janus, a new playground system designed to explore and evaluate user involvement in AI agent permission management. The system comprises Janus-Core, a flexible agentic framework, and Janus-Ha…
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New Janus controller improves LLM memory updates, boosting accuracy
Researchers have developed Janus, a plug-in memory controller designed to improve how Large Language Models (LLMs) manage their memory during sequential updates. Janus decides whether to accept new memory updates or ret…
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AI enthusiast creates laser-engraved portraits of Claude models
An individual created laser-engraved portraits of various Claude AI models, inspired by a display of mannequins representing archived AIs. The author found the mannequins unsettling, embodying a strange, suspended ident…
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New optimizer ML-FOP-SOAP enhances multimodal AI training stability
Researchers have developed a new second-order optimization framework called ML-FOP-SOAP to address modality competition in multimodal AI models. This method aims to stabilize training and improve large-batch scaling by …
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JANUS architecture improves CT triage accuracy and reliability
Researchers have developed JANUS, a new dual-stream architecture for automated CT triage that integrates anatomical information with visual data. This approach aims to improve accuracy across various pathologies and enh…