FluxMem evolves memory as a heterogeneous graph via three refinement stages and reports consistent state-of-the-art results on LoCoMo, Mind2Web, and GAIA benchmarks.
Flash-searcher: Fast and effective web agents via dag-based parallel execution.arXiv preprint arXiv:2509.25301
3 Pith papers cite this work. Polarity classification is still indexing.
3
Pith papers citing it
years
2026 3verdicts
UNVERDICTED 3representative citing papers
Struct-Searcher introduces a structural agentic workflow grounded in belief revision theory that maintains an evolving multimodal graph for conflict-aware deep information seeking and reports accuracy gains on several VL benchmarks.
Milkyway uses pre-resolution signals from temporal contrasts in evolving evidence and repeated forecasts to evolve a harness and improve predictions before resolution, outperforming baselines on FutureX and FutureWorld.
citing papers explorer
-
Harnessing Pre-Resolution Signals for Future Prediction Agents
Milkyway uses pre-resolution signals from temporal contrasts in evolving evidence and repeated forecasts to evolve a harness and improve predictions before resolution, outperforming baselines on FutureX and FutureWorld.