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SAE-IDF Matches Symbols Across Different Systems and Beats a Baseline by Up to 45 Points
SAE-IDF uses sparse autoencoders to match elements across heterogeneous symbolic systems. It beats a dense baseline on 12 tasks with Gemma-2-9B, winning by up to 45…
ReaDy speeds up hybrid LLM decoding 3.16x on a single B200
ReaDy feeds the recurrent states of hybrid linear models into a speculative drafter, averaging a 3.16x speedup on Qwen3.8-27B and a single B200.
DAGFormer Plans Connections Between Layers and Cuts Perplexity by 17–25%
DAGFormer adds direct cross-layer connections to the transformer and plans them with a topology predictor. On models up to 1B, WikiText-2 perplexity drops by 17–25%.
Interlock teaches agents to finish the job: up to +6.64 points on JobBench
BlenderWorld: GPT-6-Astra Beats Opus-5 in 3D Benchmark with a Score of 79.9
Modal raises $750M at $15.75B valuation and reaches $1B run rate
Agent teams for $155 instead of $510: Cohere finds where delegation actually pays off
WinARDet fixes looping in MLLM detectors: F1 rises from 32.16 to 39.36
The WinAR window-compression method stops multimodal models from repeating one box endlessly: on the dense RSDense benchmark, F1 rose to 39.36 and duplicates fell…
GAFU pulls knowledge out of generation in UMMs and lifts VStar-Bench by 20%
The GAFU post-training method compresses a unified multimodal model's generative representations into G-tokens and gains up to +20.00% over SFT on VStar-Bench.
MolLean Makes LLMs Check Their Chemistry: Wins on 12 of 12 Tasks
PrismaCoder: Open 9B and 35B Models Close In on Proprietary Ones in Visual Code Generation
FLOMSS: flow matching splits music into 4 stems and takes 2nd place in listening tests
SliderEdit++ Smooths Out Sliders in AI Image Editors: +18.5% and Up to 20x Faster
Gemini 4 Argon Found Over Twice as Many Vulnerabilities as Baseline Models in Wiz Tests
Wiz researchers ran Gemini 4 Argon through shadow A/B testing on live systems: the model found more than twice as many vulnerabilities, including a master key in…
Gemini 4 Argon Teaches Apollo 2 Humanoid to Play Cornhole: 7 Hits in a Row
Google DeepMind showed Gemini 4 Argon building a MuJoCo simulation from a video, after which the Apollo 2 humanoid hit the target seven times in a row. Weeks of…