…Despite recent advances in benchmark performance, strong computer-use agents remain expensive and slow in practice, since most systems invoke large multimodal models at nearly every interaction step. We argue that this…
…The central point of PAI-2 design is its ability to perform adaptive, iterative information search, guided by extracted entities, matched graph vertices and generated clue-queries. Conducted evaluation over six benchmarks…
…Probing Spatial Representation in Vision-Language Models (2026) Do MLLMs Understand Pointing? Benchmarking and Enhancing Referential Reasoning in Egocentric Vision (2026) SpaceDG: Benchmarking Spatial Intelligence under Visual Degradation (2026) CaMo: Camera Motion…
…This form of creative problem-solving is central to human intelligence, but remains largely untested in current benchmarks. To evaluate this ability, we introduce MM-CreativityBench, a benchmark for affordance-grounded creative…
…Across three fundamentally distinct benchmarks including LoCoMo, Mind2Web, and GAIA, FluxMem achieves consistent state-of-the-art performance, demonstrating strong adaptation and generalization in complex agentic environments. The code will be open…
…Nguyen , Raghav Mehndiratta , Lindsay Devon Brin , , Hari Subramani , Anil Madamala , Sridhar Krishna Nemala , Abstract EVA-Bench presents a comprehensive evaluation framework for voice agents that simulates realistic conversations and measures performance across…
…We introduce PEFT-Arena , a benchmark that jointly measures downstream performance and general capability retention . Across methods, we find distinct stability-plasticity profiles; under comparable parameter budgets, orthogonal finetuning achieves the most…
…Built on this recipe, OpenSearch-VL delivers substantial performance gains, with over 10-point average improvements across seven benchmarks, and achieves results comparable to proprietary commercial models on several tasks. We will…
…We propose ROMA, an RL fine-tuning framework that modifies the optimization dynamics to reinforce reasoning against visual degradation while preserving clean-input performance. A dual-forward-pass strategy uses teacher forcing…
…Bringing Agentic Search into Visual Perception Published on May 12 Submitted by taesiri on May 13 Authors: , , , , , Abstract Researchers introduce WebEye, a benchmark for object localization requiring external knowledge resolution, and Pixel…
