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@NFL@darktundra.xyz
2025-08-13 19:34:49

Texans add Mills to cover depth issues at safety espn.com/nfl/story/_/id/459381

@arXiv_statML_bot@mastoxiv.page
2025-07-14 09:02:42

Data Depth as a Risk
Arturo Castellanos, Pavlo Mozharovskyi
arxiv.org/abs/2507.08518 arxiv.org/pdf/2507.08518

@arXiv_csCV_bot@mastoxiv.page
2025-08-14 07:39:52

Synthetic Data Generation for Emotional Depth Faces: Optimizing Conditional DCGANs via Genetic Algorithms in the Latent Space and Stabilizing Training with Knowledge Distillation
Seyed Muhammad Hossein Mousavi, S. Younes Mirinezhad
arxiv.org/abs/2508.09188

@cowboys@darktundra.xyz
2025-08-12 16:42:52

Cowboys' depth chart released ahead of Week 2 of preseason vs Ravens si.com/nfl/cowboys/news/dallas

@arXiv_mathAC_bot@mastoxiv.page
2025-07-14 08:09:51

Depth of the 3-path Ideal of Square of a Path
Liuqing Yang, Lizhong Chu
arxiv.org/abs/2507.08516 arxiv.org/pdf/2507.0…

@arXiv_csMM_bot@mastoxiv.page
2025-08-13 07:59:22

DASC: Depth-of-Field Aware Scene Complexity Metric for 3D Visualization on Light Field Display
Kamran Akbar, Robert Bregovic, Federica Battisti
arxiv.org/abs/2508.08928

@NFL@darktundra.xyz
2025-08-13 15:21:39

Shedeur Sanders gets rep increase in Browns preseason camp, Kevin Stefanski mum on updated depth chart

cbssports.com/nfl/news/shedeur

@arXiv_csCV_bot@mastoxiv.page
2025-07-14 10:03:32

ByDeWay: Boost Your multimodal LLM with DEpth prompting in a Training-Free Way
Rajarshi Roy, Devleena Das, Ankesh Banerjee, Arjya Bhattacharjee, Kousik Dasgupta, Subarna Tripathi
arxiv.org/abs/2507.08679

@raiders@darktundra.xyz
2025-08-13 00:39:26

Raiders report: Former 1st-round pick hopes to add depth at safety reviewjournal.com/sports/raide

@arXiv_eessIV_bot@mastoxiv.page
2025-09-12 08:33:19

A novel method and dataset for depth-guided image deblurring from smartphone Lidar
Antonio Montanaro, Diego Valsesia
arxiv.org/abs/2509.09241

@davidaugust@mastodon.online
2025-07-15 04:16:33

"Yes, years of compromise and disappointment have added depth to my acting."
-Rufus Sewell
#acting #coaching #inspiration

@arXiv_csRO_bot@mastoxiv.page
2025-09-11 09:37:43

Zero-Shot Metric Depth Estimation via Monocular Visual-Inertial Rescaling for Autonomous Aerial Navigation
Steven Yang, Xiaoyu Tian, Kshitij Goel, Wennie Tabib
arxiv.org/abs/2509.08159

@kubikpixel@chaos.social
2025-09-14 16:50:21

DOOMscroll — The Game
This is a real doom game like in real life. Scroll through monotonous until you lose and you still believe that is with depth. The acquisition of betting is how deep you sink monotonous ;-)
😈 gisnep.com/doomscroll/

@leftsidestory@mstdn.social
2025-08-15 00:30:03

City Features III 🌆
城市特征 III 🌆
📷 Nikon FE
🎞️Ilford FP4 Plus, expired 1994
buy me ☕️ ?/请我喝杯☕️?
#filmphotography

Ilford FP4 Plus 125 (FF)

**English:**
A black-and-white photograph depicts the entrance of a modern building. The entrance is framed by a curved overhang and a large tree in the center of the courtyard. Above the entrance, there is a sign with text, and the building features large windows and a clean, minimalist design. The shadows and light create a dramatic effect, emphasizing the architectural lines.

**Chinese:**
这张黑白照片展示了一座现代建筑的入口。入口处由一个弧形遮阳和庭院中央的一棵大树构成。入口上方有一个带文字的标志,建筑物以大窗户和简洁的极简设计为特色。光影…
Ilford FP4 Plus 125 (FF)
**English:**
A black-and-white photograph captures a view of tall residential or office buildings framed by tree branches in the foreground. The buildings are modern and high-rise, with a clear sky in the background. The branches create a natural frame, adding a sense of depth and perspective to the urban landscape.

**Chinese:**
这张黑白照片以树枝为前景,拍摄了高层住宅或办公楼的景观。建筑物现代且高耸,背景是清朗的天空。树枝形成了自然的画框,为都市景观增添了深度和透视感。
Ilford FP4 Plus 125 (FF)
**English:**
A black-and-white image shows a close-up of two plastic crates stacked on a handcart. The crates are placed on a sidewalk next to a tree and a bicycle. The shadows of the tree leaves are cast on the ground, adding texture and contrast to the scene.

**Chinese:**
这张黑白照片展示了两个塑料箱叠放在手推车上的特写。箱子放在人行道上,旁边是一棵树和一辆自行车。树叶的影子投射在地面上,为场景增添了纹理和对比。
Ilford FP4 Plus 125 (FF)
**English:**
A black-and-white photograph captures a moment at a bus stop or shelter. The scene is framed by large vertical metal poles and glass panels. Outside the shelter, a person is seated on a bench, partially visible through the glass. The reflection on the glass reveals a street scene with vehicles and buildings, adding depth and a sense of urban life to the composition.

**Chinese:**
这张黑白照片拍摄的是一个公交车站或避雨亭。画面由几根大型金属立柱和玻璃面板构成。透过玻璃可以看到亭外有一个人坐在长椅上,身影若隐若现。玻璃的反光映射出街道上…
@inthehands@hachyderm.io
2025-07-14 16:17:19

Yup, the hard part isn’t writing code.
I’m always a bit cautious of the argument that the barriers are a good thing. That easily slips into harmful gatekeeping if we aren’t careful. It’s not good when programming is inaccessible or unwelcoming.
What •is• good is that writing code slows you down and (if you’re good) makes you •think• about what the heck you’re doing — the work @… is talking about — with a depth and detail that no amount of chin-stroking and up-front design work can match. Skipping that work, however you skip it, is a false gain.
infosec.exchange/@saraislet/11

@Mediagazer@mstdn.social
2025-08-13 08:35:52

An analysis of ~80K articles published by Investing.com, The Defiant, Benzinga, CoinDesk, and Bitcoin News in H1 2025 finds 48% were AI-generated or AI-assisted (Afik Rechler/Chainstory)
chainstory.co/the-state-of-cry

@azonenberg@ioc.exchange
2025-07-15 05:16:47

And this is why ngscopeclient development is a pain sometimes...
github.com/ngscopeclient/scope

@toxi@mastodon.thi.ng
2025-07-13 06:30:01

Majestic Trinity: Trettachspitze, Mädelegabel, Hochfrottspitze.
(Picture taken two weeks ago. If you zoom in & squint you can make out the crosses on the three summits...)
#SilentSunday #LandscapePhotography

Photo of the three major summits in the Allgäu High Alps with another mountain pass (hiding another valley in between) in the foreground. Some part of the rocks and the pass are in sunlight. The pass is partially rocky with some grassy patches with low-growth mountain pines. The main summits are partially shrouded in moody gray clouds. The telescopic view and depth compression lends the scene and shapes an almost abstract character (intentionally!)...
@arXiv_quantph_bot@mastoxiv.page
2025-08-11 09:47:29

Near-Heisenberg-limited parallel amplitude estimation with logarithmic depth circuit
Kohei Oshio, Kaito Wada, Naoki Yamamoto
arxiv.org/abs/2508.06121

@arXiv_csSD_bot@mastoxiv.page
2025-08-12 08:45:53

Acoustic source depth estimation method based on a single hydrophone in Arctic underwater
Jinbao Weng (Laboratory of Ocean acoustics and Remote Sensing, Third Institute of Oceanography, Ministry of Natural Resources, Xiamen, Fujian 361005, China, Fujian Provincial Key Laboratory of Marine Physical and Geological Processes, Xiamen, Fujian 361005, China), Yubo Qi (State key laboratory of acoustics, Institute of Acoustics, Chinese Academy of Sciences, Beijing 100190, China), Yanming Yang …

@UP8@mastodon.social
2025-08-14 01:38:57

Purple and white Cosmos Flower with a very narrow depth of field that turns the background into a psychedelic field of green and brown smudges and white sparkles
#photo #photography #flowers

Flower with 8 petals that are purple on the edges but streaked white in their centers with a brown disc with numerous little yellow florets,  the flower is slightly to the lower left of center and fills maybe 30% of the area of the frame,  a bit of another shriveled up flower can be seen at the upper left and th rest of the background is defocused foliage, stems and soil with sparkly white circles towards the lower right
@cowboys@darktundra.xyz
2025-08-12 18:31:20

Change! Every adjustment in Cowboys' latest depth chart after preseason loss to Rams cowboyswire.usatoday.com/story

@arXiv_mathRT_bot@mastoxiv.page
2025-07-14 08:11:22

Leaps in the depth of compositions of irreducible morphisms
Viktor Chust, Fl\'avio U. Coelho
arxiv.org/abs/2507.08094

@maxheadroom@hub.uckermark.social
2025-09-13 14:31:19

Most dramatic sky picture of the year #Uckermark

The image features a dramatic sky filled with clouds in various shades of gray, with some areas of light peeking through. The foreground includes the rooftops of buildings, adding depth to the scene.
@arXiv_physicsoptics_bot@mastoxiv.page
2025-08-13 08:39:52

Nitrogen-Vacancy Emission from Nanodiamonds: Size, Depth, and Surroundings
Harini Hapuarachchi, Francesco Campaioli, Jared H Cole, Andrew D Greentree, Qiang Sun
arxiv.org/abs/2508.08565

@mlawton@mstdn.social
2025-07-14 15:04:43

Koumas certainly ran a lot, but he seemed often disconnected from the trio of midfielders. Difficult task. He wasn't bad, but he just wasn't particularly impactful.
Nallo was solid. The commentators speculated that either he or Stephenson might be loaned out and the other kept for first team depth. If so, I think Nallo stays.
Doak is a terminator. "[He] Doesn’t Feel Pity, Or Remorse, Or Fear, And It Absolutely Will Not Stop, Ever, Until [we score]!" Rumors are a…

@arXiv_astrophCO_bot@mastoxiv.page
2025-09-12 09:28:59

Cosmic $\tau$ensions Indirectly Correlate with Reionization Optical Depth
Itamar J. Allali, Lingfeng Li, Praniti Singh, JiJi Fan
arxiv.org/abs/2509.09678

@holger_moller@bildung.social
2025-09-11 09:45:16

Momentan bin ich in einem tiefgreifenden Wandel. Vielleicht im tiefgreifendsten Wandel meines Lebens. Ich habe das Buch #HospicingModernity gelesen und arbeite nun damit. #UnlearningModernity - das ist meine Intention. Dieser Weg führt mich in herausfordernde Prozesse von

@arXiv_physicschemph_bot@mastoxiv.page
2025-08-12 08:58:22

Depth-Resolved Vibrational SFG/DFG Spectroscopy of the Anisotropic Water Structure at Charged Interfaces
\'Alvaro Diaz-Duque, Vasileios Balos, Alexander P. Fellows, Martin Wolf, Martin Th\"amer
arxiv.org/abs/2508.06912

@arXiv_eessIV_bot@mastoxiv.page
2025-07-14 08:37:32

Depth-Sequence Transformer (DST) for Segment-Specific ICA Calcification Mapping on Non-Contrast CT
Xiangjian Hou, Ebru Yaman Akcicek, Xin Wang, Kazem Hashemizadeh, Scott Mcnally, Chun Yuan, Xiaodong Ma
arxiv.org/abs/2507.08214

@arXiv_csCL_bot@mastoxiv.page
2025-07-14 09:50:12

Exploring Design of Multi-Agent LLM Dialogues for Research Ideation
Keisuke Ueda, Wataru Hirota, Takuto Asakura, Takahiro Omi, Kosuke Takahashi, Kosuke Arima, Tatsuya Ishigaki
arxiv.org/abs/2507.08350

@arXiv_csRO_bot@mastoxiv.page
2025-07-14 08:24:32

Imitation Learning for Obstacle Avoidance Using End-to-End CNN-Based Sensor Fusion
Lamiaa H. Zain, Hossam H. Ammar, Raafat E. Shalaby
arxiv.org/abs/2507.08112

@arXiv_csHC_bot@mastoxiv.page
2025-07-14 08:14:21

Pushing the Boundaries of Immersion and Storytelling: A Technical Review of Unreal Engine
Oleksandra Sobchyshak, Santiago Berrezueta-Guzman, Stefan Wagner
arxiv.org/abs/2507.08142

@arXiv_csCR_bot@mastoxiv.page
2025-08-13 08:20:02

Hypervisor-based Double Extortion Ransomware Detection Method Using Kitsune Network Features
Manabu Hirano, Ryotaro Kobayashi
arxiv.org/abs/2508.08655

@arXiv_mathCO_bot@mastoxiv.page
2025-07-14 12:12:48

Replaced article(s) found for math.CO. arxiv.org/list/math.CO/new
[1/1]:
- Closure property of contraction-depth of matroids
Marcin Brianski, Daniel Kral, Ander Lamaison

@arXiv_hepth_bot@mastoxiv.page
2025-07-14 08:33:21

Multi-centered Black Hole Quantum Mechanics and Generalized Error Functions
Boris Pioline, Rishi Raj
arxiv.org/abs/2507.08551

@arXiv_csCY_bot@mastoxiv.page
2025-08-13 07:39:02

Between Fear and Desire, the Monster Artificial Intelligence (AI): Analysis through the Lenses of Monster Theory
Ahmed Tlili
arxiv.org/abs/2508.08318

@arXiv_csLG_bot@mastoxiv.page
2025-09-08 10:02:00

Depth-Aware Initialization for Stable and Efficient Neural Network Training
Vijay Pandey
arxiv.org/abs/2509.05018 arxiv.org/pdf/2509.05018

@arXiv_quantph_bot@mastoxiv.page
2025-09-12 10:12:59

Resource quantification for programming low-depth quantum circuits
Entong He, Yuxiang Yang
arxiv.org/abs/2509.09642 arxiv.org/pdf/2509.0964…

@NFL@darktundra.xyz
2025-08-12 23:41:46

Chargers' Mekhi Becton out of practice, return uncertain for Week 1 as team's offensive line depth is tested

cbssports.com/nfl/news/cha…

@arXiv_statME_bot@mastoxiv.page
2025-07-09 09:20:12

seMCD: Sequentially implemented Monte Carlo depth computation with statistical guarantees
Felix Gnettner, Claudia Kirch, Alicia Nieto-Reyes
arxiv.org/abs/2507.06227

@raiders@darktundra.xyz
2025-08-11 20:33:54

Young Las Vegas Raiders receiver rising up depth chart after electric preseason showing sportingnews.com/us/nfl/las-ve

@arXiv_astrophIM_bot@mastoxiv.page
2025-09-12 08:36:09

Reconstruction of the depth of the shower maximum of air showers with the SD-750 surface detector of the Pierre Auger Observatory using neural networks
Steffen Hahn (for the Pierre Auger Collaboration)
arxiv.org/abs/2509.09328

@arXiv_csDS_bot@mastoxiv.page
2025-08-13 07:39:52

Two for One, One for All: Deterministic LDC-based Robust Computation in Congested Clique
Keren Censor-Hillel, Orr Fischer, Ran Gelles, Pedro Soto
arxiv.org/abs/2508.08740

@arXiv_mathAC_bot@mastoxiv.page
2025-09-12 07:47:59

The Depth Formula for modules over quotients of Gorenstein rings
Tran Nguyen An, Pham Hung Quy
arxiv.org/abs/2509.09447 arxiv.org/pdf/2509.…

@Techmeme@techhub.social
2025-07-02 01:35:53

Sources: the FTC has opened an in-depth investigation of SoftBank's $6.5B acquisition of Ampere, which could take a year or more to conclude (Bloomberg Law)
news.bloomberglaw.com/tech-and

@arXiv_csNI_bot@mastoxiv.page
2025-08-14 09:45:12

A First Look at Starlink In-Flight Performance: An Intercontinental Empirical Study
Muhammad Asad Ullah, Luca Borgianni, Heikki Kokkinen, Antti Anttonen, Stefano Giordano
arxiv.org/abs/2508.09839

@arXiv_physicsoptics_bot@mastoxiv.page
2025-08-12 10:28:43

Tunable edge and depth sensing via phase-change nonlocal metasurfaces
Kenan Guo, Yue Jiang, Shuyuan Xiao, Tingting Liu
arxiv.org/abs/2508.08202

@arXiv_physicssocph_bot@mastoxiv.page
2025-07-14 08:19:32

Access graph: a novel graph representation of public transport networks for accessibility analysis
Tina \v{S}filigoj, Aljo\v{s}a Peperko, Oded Cats
arxiv.org/abs/2507.08361

@mlawton@mstdn.social
2025-07-14 14:42:39

Bradley's understanding of this is outstanding. We can discount the goal, perhaps, but he was so very good in both directions. He was constantly showing up in places that Salah left for him and his chemistry w/ Mo & Szoboszlai is terrific. Frimpong;s signing asked questions about who might be the starter. In my view, it's Bradley. Frimpong was good. He's certainly fast, but he didn't get to show as much offensively and Bradley is a better defender. I think it's depth/…

@arXiv_condmatmtrlsci_bot@mastoxiv.page
2025-08-13 09:45:12

Characterisation of Irradiation Damage in Fe3Cr and Fe5Cr: A Study on the Effects of Chromium Content and Temperature
Chandra Bhusan Yadav, Andrew J. London, Tonci Tadic, Ruqing Xu, Wenjun Liu, Stjepko Fazinic, Suchandrima Das
arxiv.org/abs/2508.09018

@arXiv_mathMG_bot@mastoxiv.page
2025-07-11 08:12:31

Approximation Depth of Convex Polytopes
Egor Bakaev, Florestan Brunck, Amir Yehudayoff
arxiv.org/abs/2507.07779 arxiv…

@leftsidestory@mstdn.social
2025-07-12 08:03:58

In the Air - Outside of the Window II ✈️ ☁️
在空中 - 窗外 II ✈️ ☁️
📷 Nikon FE
🎞️FOMAPAN Action 400
buy me ☕️ ?/请我喝杯☕️?
#filmphotography

Foma FOMAPAN 400 Action (FF)

**English:**
A black and white photograph capturing the view from an airplane window. The airplane wing is prominently featured, extending from the bottom left corner towards the center of the image. The sky is filled with a mix of clouds, creating a layered effect. The horizon is visible in the distance, separating the clouds from the sky and adding a sense of depth to the photograph.

**Chinese:**
一张从飞机窗户拍摄的黑白照片。照片中突出展示了飞机机翼,从左下角延伸至照片中央。天空中充满了各种云层,形成了分层效果。远处的地平线清…
Foma FOMAPAN 400 Action (FF)

**English:**
A black and white photograph showing the wing of an airplane. The wing curves gracefully and extends towards the right side of the image. The background features a cloudy sky with a soft gradient, transitioning from lighter to darker shades. The clouds below are dense and fluffy, creating a contrast with the smoother sky above.

**Chinese:**
一张展示飞机机翼的黑白照片。机翼优雅地弯曲并向照片的右侧延伸。背景是一个多云的天空,呈现出柔和的渐变,从浅色过渡到深色。下方的云层浓密而蓬松,与上方更平滑的天空形成对比。
Foma FOMAPAN 400 Action (FF)

**English:**
A black and white photograph taken from an airplane window, focusing on the airplane wing. The wing extends diagonally across the image from the bottom left to the top right. The sky is filled with clouds of varying densities, creating a textured and dynamic scene. The horizon is visible in the distance, adding depth to the image.

**Chinese:**
一张从飞机窗户拍摄的黑白照片,聚焦于飞机机翼。机翼从左下方斜向延伸至右上方。天空中布满了密度各异的云层,形成了一种纹理丰富且充满动感的场景。远处的地平线清晰可见,为照片增添了深度。
Foma FOMAPAN 400 Action (FF)

**English:**
A black and white photograph taken from an airplane window. The image captures a view of the airplane wing on the left side, extending outwards. Below the wing, there is a vast expanse of clouds with varying densities, creating a textured landscape. The horizon is faintly visible in the distance, separating the clouds from the sky, which appears smooth and layered.

**Chinese:**
一张从飞机窗户拍摄的黑白照片。照片中捕捉到飞机左侧机翼向外延伸的景象。机翼下方是广阔的云层,云层密度各异,形成了一种纹理丰富的景观。远处的地平线隐约…
@raiders@darktundra.xyz
2025-09-10 21:13:07

Raiders release updated unofficial depth chart for Week 2 vs. Chargers raiders.com/news/raiders-relea

@NFL@darktundra.xyz
2025-08-12 16:44:25

Latest news, buzz from all 32 NFL training camps: Who are the stars of the summer so far? espn.com/nfl/story/_/id/457026

@arXiv_astrophCO_bot@mastoxiv.page
2025-09-12 08:51:49

Reionization optical depth and CMB-BAO tension in punctuated inflation
Zhiqi Huang
arxiv.org/abs/2509.09086 arxiv.org/pdf/2509.09086

@cowboys@darktundra.xyz
2025-09-09 19:44:27

Giants release unofficial depth chart for Week 2 giants.com/news/giants-depth-c

@raiders@darktundra.xyz
2025-09-10 20:41:23

Raiders release updated unofficial depth chart for Week 2 vs. Chargers raiders.com/news/raiders-relea

@arXiv_csCV_bot@mastoxiv.page
2025-08-13 10:19:02

Spatial Traces: Enhancing VLA Models with Spatial-Temporal Understanding
Maxim A. Patratskiy, Alexey K. Kovalev, Aleksandr I. Panov
arxiv.org/abs/2508.09032

@leftsidestory@mstdn.social
2025-09-14 00:30:01

On The Road - To Xi’An/Before & After 🌬️
在路上 - 去西安/之前之后🌬️
📷 Pentax MX
🎞️Lucky SHD 400
#filmphotography #Photography #blackandwhite

Lucky Lucky SHD 400 (FF)

English Alt Text:
A black-and-white urban photo captures a modern high-rise apartment building with balconies and clean lines. Behind it stands a more industrial-looking structure with a grid-like facade and exposed upper section. In the foreground, a pedestrian bridge or overpass with metal railings crosses the scene. The architectural contrast and geometric shapes give the image a stark, modern aesthetic.

中文替代文本:
这是一张黑白城市照片,画面中是一栋现代高层公寓楼,带有阳台和简洁的线条。其后是一座工业风格的建筑,外墙呈网…
Lucky Lucky SHD 400 (FF)

English Alt Text:
A nighttime cityscape in black and white features several buildings. On the left, tall residential or office towers with lit windows rise into the dark sky. In the foreground, a low building with utility lines adds depth. On the right, a darker structure displays two glowing circular clock faces, suggesting a clock tower. The contrast between light and shadow creates a quiet, contemplative mood.

中文替代文本:
这是一张黑白城市夜景照片。左侧是几栋高层住宅或办公楼,窗户中透出灯光,直指夜空。前景中有一座低…
Lucky Lucky SHD 400 (FF)

English Alt Text:
A black-and-white photograph shows a wire basket filled with handheld fans. The fans are arranged with their handles pointing downward and their circular heads fanning outward like petals. Each fan has a mesh or slatted surface, and they vary slightly in shape and size. The basket rests on a smooth indoor floor, possibly in a communal or recreational space. The background is softly blurred, with indistinct furniture and objects. The monochrome tones a…
@NFL@darktundra.xyz
2025-08-10 14:34:32

Texans add Mills to cover depth issues at safety espn.com/nfl/story/_/id/459381

@arXiv_csLG_bot@mastoxiv.page
2025-07-11 10:23:51

Skip a Layer or Loop it? Test-Time Depth Adaptation of Pretrained LLMs
Ziyue Li, Yang Li, Tianyi Zhou
arxiv.org/abs/2507.07996 arxiv.org/pdf/2507.07996 arxiv.org/html/2507.07996
arXiv:2507.07996v1 Announce Type: new
Abstract: Can a pretrained neural network adapt its architecture to different inputs without any finetuning? Do we need all layers for simple tasks, and are they adequate for challenging tasks? We found that the layers of a pretrained large language model (LLM) can be manipulated as separate modules to build a better and even shallower model customized for each test sample. In particular, each layer from the pretrained model can be skipped/pruned or repeated multiple times as recurrent neural networks (RNN), and stacked with others in arbitrary orders, yielding a chain-of-layers (CoLa) per sample. This compositional space greatly expands the scope of existing works on looped/recurrent pretrained modules, layer pruning, or early-exit networks. We develop a Monte Carlo Tree Search (MCTS) protocol to explore and identify the optimal CoLa for each sample from math and commonsense reasoning benchmarks. Compared to a static model of a fixed depth, CoLa allows shortcut paths (fast thinking), recurrence of the same layer(s) (slow thinking), and combining both, offering more flexible, dynamic architectures for different inputs. We conduct an extensive analysis of the MCTS-optimized CoLa, which leads to two key findings: (1) For >75% of samples with correct predictions by the original LLM, we can find shorter CoLa, suggesting a large space for improving inference efficiency; (2) For >60% of samples with originally incorrect predictions, we can identify CoLa achieving correct predictions, suggesting a large space of performance enhancement. Our results highlight the shortcomings of using a fixed architecture of pre-trained LLMs for inference on different samples and pave the way to unlock the generalization power of test-time depth adaptation.
toXiv_bot_toot

@arXiv_csRO_bot@mastoxiv.page
2025-08-12 11:51:53

Autonomous Navigation of Cloud-Controlled Quadcopters in Confined Spaces Using Multi-Modal Perception and LLM-Driven High Semantic Reasoning
Shoaib Ahmmad, Zubayer Ahmed Aditto, Md Mehrab Hossain, Noushin Yeasmin, Shorower Hossain
arxiv.org/abs/2508.07885

@arXiv_quantph_bot@mastoxiv.page
2025-07-09 10:26:42

Unitary designs in nearly optimal depth
Laura Cui, Thomas Schuster, Fernando Brandao, Hsin-Yuan Huang
arxiv.org/abs/2507.06216

@Techmeme@techhub.social
2025-09-11 05:11:08

Sensor Tower: as of July 2025, Rapido had 50M MAUs on Android in India vs. Uber's 30M; in the four-wheeler cab segment, Rapido holds ~30% share vs. Uber's ~50% (Pranav Mukul/The Economic Times)
economictimes.indiatimes.com/t…

@raiders@darktundra.xyz
2025-08-12 23:52:35

Raiders Training Camp Report No. 14: Deep Dive on the New Depth Chart si.com/nfl/raiders/las-vegas-p

@arXiv_eessIV_bot@mastoxiv.page
2025-08-13 08:42:52

A new dataset and comparison for multi-camera frame synthesis
Conall Daly, Anil Kokaram
arxiv.org/abs/2508.09068 arxiv.org/pdf/2508.09068…

@arXiv_mathAC_bot@mastoxiv.page
2025-09-11 08:40:23

Depth and regularity of powers of edge ideals of edge-weighted trees
Truong Thi Hien, Jiaxin Li, Tran Nam Trung, Guangjun Zhu
arxiv.org/abs/2509.08688

@cowboys@darktundra.xyz
2025-08-14 12:42:38

3 Cowboys on the chopping block entering NFL Preseason Week 2 si.com/nfl/cowboys/news/3-dall

@mlawton@mstdn.social
2025-08-12 23:39:13

While I can see the designs for immediate depth and future transition planning for a post VVD world (😱), what I can’t figure out about the pursuit of Guehi and/or Leoni is what that means for Konaté’s contract negotiations and future.
I’ve read that an upgraded offer was put before him in late July. #LFC absolutely cannot allow him to leave on a free next summer & Real Madrid have already exp…

@leftsidestory@mstdn.social
2025-06-15 00:30:03

Urban Composition IV 🫟
都市构图 IV 🫟
📷 Nikon FE
🎞️Ilford FP4 Plus, expired 1995
buy me ☕️ ?/请我喝杯☕️?
#filmphotography

Ilford FP4 E.I. 64

English alt text: A black and white photograph of an outdoor structure with large, angled beams creating a geometric pattern of shadows on the ground. A person is sitting on a bench to the right, partially obscured by shadows. In the background, there is a bus and some buildings.

Chinese alt text: 一张黑白照片,展示了一个户外结构,带有大型倾斜梁,在地面上形成几何图案的阴影。右边有一个人坐在长椅上,部分被阴影遮挡。背景中有一辆公交车和一些建筑物。
Ilford FP4 E.I. 64

English alt text: A room with walls made of glass panels featuring a pattern of small rectangular openings. Sunlight filters through the openings, casting a grid-like shadow across the floor and walls, creating a dynamic interplay of light and texture.

Chinese alt text: 一个房间,墙壁由玻璃面板构成,并带有小矩形开口的图案。阳光透过这些开口,在地板和墙壁上投射出网格状的阴影,营造出光影交错的动态效果。
Ilford FP4 E.I. 64

English alt text: A black and white photograph featuring a mannequin head with short dark hair, placed on a stand. To its side, there is a white cylindrical object with a small rectangular sticker. Another cylindrical object with a perforated surface emits light, creating a contrast with the dark surroundings. The background consists of textured tiled walls, adding depth to the composition.

Chinese alt text: 一张黑白照片,展示了一个放在支架上的短发人头模特。旁边有一个白色圆柱形物体,上面贴着一个小矩形贴纸。另一个带有穿孔表面的圆柱体发出光…
Ilford FP4 E.I. 64

English alt text: A corrugated metal shutter door with horizontal ridges, showing signs of wear and rust. A shadow is cast on the shutter from an unseen object or structure to the left. To the left of the door, a vertical column has markings or graffiti, and the ground in front is paved with tiles.

Chinese alt text: 一个带有水平脊纹的波纹金属卷帘门,表面有磨损和锈迹。左侧的未见物体或结构在门上投射出阴影。门左侧有一根立柱,上面有一些标记或涂鸦,门前的地面铺设着瓷砖。
@arXiv_csCV_bot@mastoxiv.page
2025-09-09 12:26:22

VIM-GS: Visual-Inertial Monocular Gaussian Splatting via Object-level Guidance in Large Scenes
Shengkai Zhang, Yuhe Liu, Guanjun Wu, Jianhua He, Xinggang Wang, Mozi Chen, Kezhong Liu
arxiv.org/abs/2509.06685

@NFL@darktundra.xyz
2025-09-13 21:09:35

Fins' OL depth thins after RT Jackson hits IR espn.com/nfl/story/_/id/462467

@cowboys@darktundra.xyz
2025-07-14 17:55:40

Is Jaydon Blue a serious threat to be the Cowboys' starting RB? insidethestar.com/is-jaydon-bl

@arXiv_mathAC_bot@mastoxiv.page
2025-09-09 10:03:22

Depth and Associated Primes in Group Cohomology
James A. Schafer
arxiv.org/abs/2509.06895 arxiv.org/pdf/2509.06895

@NFL@darktundra.xyz
2025-09-14 22:56:17

Rams' Sean McVay announces starting cornerback Ahkello Witherspoon broke clavicle vs. Titans

cbssports.com/nfl/news/rams-se

@arXiv_csCV_bot@mastoxiv.page
2025-09-08 09:18:30

FloodVision: Urban Flood Depth Estimation Using Foundation Vision-Language Models and Domain Knowledge Graph
Zhangding Liu, Neda Mohammadi, John E. Taylor
arxiv.org/abs/2509.04772

@arXiv_quantph_bot@mastoxiv.page
2025-07-09 10:22:42

Low-depth quantum error correction via three-qubit gates in Rydberg atom arrays
Laura Pecorari, Sven Jandura, Guido Pupillo
arxiv.org/abs/2507.06096

@raiders@darktundra.xyz
2025-08-14 10:57:24

Raiders Release Key Fantasy Update For Preseason Week 2 si.com/nfl/raiders/las-vegas-f

@cowboys@darktundra.xyz
2025-08-08 22:04:33

Cowboys Place G Rob Jones on IR, sign RB Malik Davis to add depth foxsports.com/stories/nfl/cowb

@NFL@darktundra.xyz
2025-08-08 21:40:50

Top 101 NFL free agents of 2025 ranked by position: Which spots have most/least depth? nfl.com/news/top-101-nfl-free-

@arXiv_csCV_bot@mastoxiv.page
2025-09-09 12:27:32

Event Spectroscopy: Event-based Multispectral and Depth Sensing using Structured Light
Christian Geckeler, Niklas Neugebauer, Manasi Muglikar, Davide Scaramuzza, Stefano Mintchev
arxiv.org/abs/2509.06741

@cowboys@darktundra.xyz
2025-08-08 20:04:43

Cowboys put guard Rob Jones on injured reserve, sign RB Malik Davis to add depth foxsports.com/articles/nfl/cow

@raiders@darktundra.xyz
2025-09-11 02:52:29

Raiders Reveal Hard Truths In Latest Unofficial Depth Chart si.com/nfl/raiders/las-vegas-d

@NFL@darktundra.xyz
2025-09-09 00:31:56

Tank Bigsby traded to Eagles: Reigning Super Bowl champions add RB depth behind Saquon Barkley, per report

cbssports.com/nfl/news/tank-bi

@arXiv_csCV_bot@mastoxiv.page
2025-09-08 09:58:40

FlowSeek: Optical Flow Made Easier with Depth Foundation Models and Motion Bases
Matteo Poggi, Fabio Tosi
arxiv.org/abs/2509.05297 arxiv.or…

@raiders@darktundra.xyz
2025-09-11 22:57:29

Jakobi Meyers Talks Bluntly and in Depth on Raiders Contract Situation si.com/nfl/raiders/jakobi-meye

@cowboys@darktundra.xyz
2025-08-06 14:15:57

No major surprises on Dallas Cowboys 1st unofficial depth chart insidethestar.com/no-major-sur

@arXiv_csCV_bot@mastoxiv.page
2025-08-12 12:46:13

3D Human Mesh Estimation from Single View RGBD
Ozhan Suat, Bedirhan Uguz, Batuhan Karagoz, Muhammed Can Keles, Emre Akbas
arxiv.org/abs/2508.08178

@raiders@darktundra.xyz
2025-08-05 13:15:12

Raiders release first unofficial depth chart of 2025 raiderswire.usatoday.com/story

@arXiv_csCV_bot@mastoxiv.page
2025-07-08 14:31:01

Estimating Object Physical Properties from RGB-D Vision and Depth Robot Sensors Using Deep Learning
Ricardo Cardoso, Plinio Moreno
arxiv.org/abs/2507.05029

@cowboys@darktundra.xyz
2025-09-03 14:49:50

2025 Dallas Cowboys Depth Chart Heading into NFL Week 1 foxsports.com/stories/nfl/2025

@raiders@darktundra.xyz
2025-08-05 01:31:43

Raiders' first unofficial depth chart of 2025 season raiders.com/news/raiders-depth

@NFL@darktundra.xyz
2025-08-04 15:02:04

Colts quarterback battle: Anthony Richardson, Daniel Jones begin preseason games as co-starters on depth chart

cbssports.com/nfl/news/colts-…

@NFL@darktundra.xyz
2025-09-12 16:31:35

Ed Oliver injury: Bills DL to miss Jets game after teammate steps on foot, could be out for multiple weeks

cbssports.com/nfl/news/ed-oliv

@raiders@darktundra.xyz
2025-09-04 20:58:29

Raiders WR depth chart down to 4 players after Amari Cooper retires usatoday.com/story/sports/nfl/

@raiders@darktundra.xyz
2025-08-05 22:47:52

Raiders Release First 2025 Depth Chart si.com/nfl/raiders/las-vegas-d

@NFL@darktundra.xyz
2025-09-03 18:01:38

Rookie RB panic meter: Should Fantasy players worry about depth chart landing for TreVeyon Henderson, others?

cbssports.com/nfl/news/rookie-…

@NFL@darktundra.xyz
2025-08-05 14:51:09

Shedeur Sanders reacts to Browns slotting him fourth on QB depth chart as Cleveland readies for Panthers

cbssports.com/nfl/news/shedeur

@raiders@darktundra.xyz
2025-09-04 20:58:28

Amari Cooper shockingly retires from NFL: Who are the WRs on the Raiders’ depth chart in 2025? bolavip.com/en/nfl/amari-coope