#TestTime
Implicit models reuse a single block to reach a fixed point, letting test‑time iterations boost expressive power; experiments show image reconstruction and PDE solving with more steps. https://getnews.me/implicit-models-gain-expressive-power-with-increased-test-time-compute/ #implicit #testtime
October 7, 2025 at 5:45 PM
CPC exam tip alert!
No loose papers. No post-its. But check the start or end of your book, those extra pages are fair game for notes. Prep smart, stay sharp, and walk in ready to pass. #CPC #MedicalCoding #healthcarecareers #testtips #cpcexam #aapc #success #nailedit #testtime #tips #healthcare #go
September 23, 2025 at 10:07 PM
Want to cut spending- how about shrinking the State Testing in Elementary schools. Maybe 5th graders are doing 10.75 hrs of testing over 6 days. That’s ridiculous! Then we have to schedule in Make ups- takes entire month of April. #OptOutTest #TestTime #FocusOnEducationNotTests
March 12, 2025 at 12:11 PM
and CLIP-score-based ranking approaches. Furthermore, we demonstrate applications of our scoring model for reinforcement learning (RL) training and best-of-N (BoN) testtime scaling, enabling significant improvements in VLM [6/7 of https://arxiv.org/abs/2503.00743v1]
March 5, 2025 at 6:14 AM
and CLIP-score-based ranking approaches. Furthermore, we demonstrate applications of our scoring model for reinforcement learning (RL) training and best-of-N (BoN) testtime scaling, enabling significant improvements in VLM [6/7 of https://arxiv.org/abs/2503.00743v1]
March 4, 2025 at 6:29 AM
On the bench: testing retro PC motherboards booting from USB using the #ColibriOS for its ultrafast boottime, saving a lot of testtime.
kolibrios.org
February 19, 2025 at 2:14 PM
LLMs may be reaching the point where the billions are not worth the incremental gains. RL and testtime compute are cheaper now (DeepSeek) but scaling laws still reign. Nvidia will be fine if world models/Physical AI progresses. Nvidia is not just a LLM (CUDA) chip company. Physical AI needs compute.
January 28, 2025 at 2:39 AM
The effective parameter (EP) measure from arxiv.org/abs/2310.18988 is thus a better candidate bc it applies to a specific trained model, AND it can distinguish train from testtime complexity!

BUT it requires to write predictions as a linear combination of the training labels... 🤔 10/n
November 18, 2024 at 7:25 PM
this testtime we can actually see the video :D
October 31, 2024 at 10:57 PM
Goでもoverlay使えばモンキーパッチできるんじゃない?ってことで試してる。testtimeが可能なんだからたぶんいける
May 19, 2024 at 2:27 AM
Looks like it's fuck this shit o'clock #testtime
December 3, 2024 at 4:16 PM
T-minus 3 hours to #testtime I'm live tweeting the rest of this.
December 3, 2024 at 4:21 PM