… Existing methods occupy four families along these axes: factor-space adaptive updates, block-diagonal surrogates for J {G}^ J {G}, Frobenius-residual pseudoinverse methods, and Riemannian manifold constraint . …
… The gains extend to production coding harnesses: PACT lifts OpenHands' resolve rate at -10% tokens-per-resolved, and is resolve-neutral on SWE-agent while halving input tokens. …
… Existing SAEs read residual streams, but Gated DeltaNet , Mamba-2 , and RWKV-7 write to a d k times d v cache through rank-1 updates k t v t^top that no vector atom can replace. …
… We combine these ideas by introducing Deep Embedded Multiplicative Dynamic Mode Decomposition DeepMDMD , a method that learns a latent space and a partition of it, while enforcing the Koopman product rule as an exact algebraic constraint. …
… AI-generated summary Parameter-efficient adaptation of pretrained vision models is commonly performed through linear probes, prompts, low-rank updates, or lightweight residual modules. …
… One thing that could be explored more is how image generation tools perform under collaborative or production-level use. …
… The following papers were recommended by the Semantic Scholar API GTA-2: Benchmarking General Tool Agents from Atomic Tool-Use to Open-Ended Workflows 2026 WindowsWorld: A Process-Centric Benchmark of Autonomous GUI Agents in Professional Cross-Application Environments 2026 FileGram: Grounding Agen… …
… The fact that it supports the full production stack SFT, DPO, RLHF means you're not just prototyping but actually building deployment-ready models. …
… And by the markers of finance and markets, such productions may be deemed as having only a tangential value to, say, the capitalization potential of a given platform, all-the-while adding heavy and at times unforeseeably fluctuating costs upkeep. …
… The following papers were recommended by the Semantic Scholar API Claw-Eval: Toward Trustworthy Evaluation of Autonomous Agents 2026 ClawEnvKit: Automatic Environment Generation for Claw-Like Agents 2026 One-Eval: An Agentic System for Automated and Traceable LLM Evaluation 2026 GTA-2: Benchmarking… …