Weekend #Plankton Factoid 🦠🦐
Heliozoans are a group of amoeboid protists found commonly in both fresh and saltwater. They were termed sun-animalcules due to their spherical shape and distinctive radiating microtubules, which support axiopods used to capture food and facilitate movement. Some will also capture symbiotic algal cells which provide energy through photosynthesis. Heliozoa is &quo…
⏳Seems like forever since I pulled out the 90mm/2.8 lens that I used to shoot this African daisy last summer... and yeah, I will reboot my photo processing pipeline one of these days
#photo #photography #flowers
Moody Urbanity - Up Up ⏏️
情绪化城市 - 上面上面 ⏏️
📷 Pentax MX
🎞️ Kentmere Pan 400
#filmphotography #Photography #blackandwhite
"Protect our Pollinators" Grafitti on a side street near the Ithaca Commons
#photo #photography #ithaca #grafitti
Convergence Guarantees for Federated SARSA with Local Training and Heterogeneous Agents
Paul Mangold, Elo\"ise Berthier, Eric Moulines
https://arxiv.org/abs/2512.17688 https://arxiv.org/pdf/2512.17688 https://arxiv.org/html/2512.17688
arXiv:2512.17688v1 Announce Type: new
Abstract: We present a novel theoretical analysis of Federated SARSA (FedSARSA) with linear function approximation and local training. We establish convergence guarantees for FedSARSA in the presence of heterogeneity, both in local transitions and rewards, providing the first sample and communication complexity bounds in this setting. At the core of our analysis is a new, exact multi-step error expansion for single-agent SARSA, which is of independent interest. Our analysis precisely quantifies the impact of heterogeneity, demonstrating the convergence of FedSARSA with multiple local updates. Crucially, we show that FedSARSA achieves linear speed-up with respect to the number of agents, up to higher-order terms due to Markovian sampling. Numerical experiments support our theoretical findings.
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Downward Facing Daffodil (... got winter photos coming but boy is it cold and a project I started around 2007 is finally taking off)
#photo #photography #spring
Gorgeous 𝐶𝑜𝑙𝑒𝑢𝑠 leaves spotted in a bed in the Ithaca Commons
#plants #photo #photography #ithaca …
Fall Color Oaks On the Ag Quad
#photo #photography #cornell #fall
Zinnia I saw somewhere around the Ithaca Commons this summer
#photo #photography #flowers #bloomscrolling