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263 documents correspondants.

Prépublication · 2026 arXiv EN

Train An Imaginative Agent

A seemingly reasonable push in Sokoban can make the puzzle unsolvable. To avoid such mistakes, an agent has to anticipate the consequences of its actions before execution, especially when feedback from the real environment is sparse or actions are irreversible...

Jiaxin Ge, Junyi Zhang et al. #cs.AI
Prépublication · 2026 arXiv EN

Kronecker Delta Rule for Long Context Linear Attention

We propose KronLSTM, a linear attention architecture based on the Kronecker Delta Rule, a novel update rule for associative matrix memories. KronLSTM extends the xLSTM family with a memory-revision mechanism that corrects targeted associations while modifying...

Anamaria-Roberta Hartl, Levente Zólyomi et al. #cs.LG
Prépublication · 2026 arXiv EN

Competing Learning in Hybrid Architectures

Many modern language models have adopted hybrid architectures that incorporate both linear-time recurrence and softmax attention. Modern recurrence layers provide a highly expressive mixing mechanism while ensuring high throughput by compressing contextual inf...

Xingyu Shen, Yingfa Chen et al. #cs.CL
Prépublication · 2026 arXiv EN

Agent World Model in the Wild: Computer-Use Agent Environment Synthesis

Agent learning is shifting from learning from human data toward learning through interaction with the world. However, scaling such learning directly in real-world computer systems is challenging and can introduce substantial security risks. We therefore propos...

Zhaoyang Wang, Qianhui Wu et al. #cs.AI
Prépublication · 2026 arXiv EN

KEEP-Bench: Evaluating Evidence Preservation in Context Compression

Context compression improves long-context efficiency but may introduce faithfulness issues through an information bottleneck. Existing evaluations rely on QA metrics, but a reader can still answer correctly from an unfaithful compression, so these metrics unde...

Ziqing Man, Di Wu et al. #cs.CL
Prépublication · 2026 arXiv EN

A 36.34-day Sub-Neptune Candidate Transiting the Nearby K Dwarf TIC 402710280

We report a transiting sub-Neptune candidate with a period of 36.34 days around TIC 402710280 (TYC 9041-03677-1), a K dwarf of TESS magnitude 9.24 at 66.8 pc that the Transiting Exoplanet Survey Satellite (TESS) has observed only in full-frame images. Four tra...

Rishit Vora #astro-ph.EP