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Julia Letlow - Integrity Index View Julia Letlow's political integrity grade, campaign financing, and conflicts of interest.

Rep. Julia Letlow (R-LA) disclosed 7 trades:
Traded: Feb 12 | Disclosed: Mar 12

Bought: $META ($1K-$15K), $EXR ($1K-$15K), $REGN ($1K-$15K)
Sold: $TTWO ($1K-$15K), $ICLR ($1K-$15K), $AVGO ($1K-$15K), $T ($1K-$15K)

https://integrityindex.us/candidate/julia-letlow

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3/3 papers accepted to #ICLR workshops and 1/1 to the conference track. See you in Rio!

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Pomerantz Law Firm Launches Investigation into ICON plc for Securities Fraud Allegations Pomerantz Law Firm is conducting an inquiry into ICON plc on behalf of investors who may have been affected by potential securities fraud and accounting issues.

Pomerantz Law Firm Launches Investigation into ICON plc for Securities Fraud Allegations #USA #New_York #Pomerantz_LLP #ICLR #ICON_PLC

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GenAI in legal has 5 layers. Most teams use one.

Analyze. Detect. Draft. Review. Govern.

Governance is where enterprise compliance lives.....and where most stacks fail.

kogents.ai

Follow Kogents.ai on Bluesky

#LegalAI #EnterpriseAI #AICompliance #ICLR #CES

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✨Two single author papers accepted to ICLR 2026!✨

Truly excited to present these results at #ICLR2026 !

@iclr-conf.bsky.social #ICLR26 #DeepRL #ICLR #ReinforcementLearning

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Most AI legal tools ignore ABA rules entirely.

Oversight. Confidentiality. Disclosure. Conflicts.

Kogents.ai builds compliance into the foundation.

kogents.ai

🔁 Repost | ➕ Follow @KogentsAI

#LegalAI #ABACompliance #KogentsAI #ICLR #AIExpo

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Investors of ICON plc Face Potential Securities Fraud Investigation by Pomerantz Law Firm Pomerantz Law Firm is investigating potential claims against ICON plc for alleged securities fraud affecting investors. Learn more here.

Investors of ICON plc Face Potential Securities Fraud Investigation by Pomerantz Law Firm #United_States #New_York #Pomerantz_Law #ICLR #ICON_PLC

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Most leads die in the handoff. AI agents respond instantly, filter intelligently, and onboard with context. Better CAC and LTV from the same funnel.

kogents.ai

🔁 Repost | ➕ Follow for more

#LeadGeneration #AIAgents #SalesAutomation #AAAI #ICLR #KogentsAI

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Greg Williams, barrister with Coram Chambers, has been asked to write a guest article for ICLR on ‘Why law reports still matter’. Read Greg’s full article: www.coramchambers.co.uk/news-events/...
#gregwilliams #familylaw #ICLR

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📣New #ICLR paper 🥳
🤖 "You Point, I Learn: Online Adaptation of Interactive Segmentation Models in Medical Imaging"
#Interactive: Works *with the user*, not replace them
#Adapts: *Learns from user* after each interaction.
Handles #distribution_shifts, eg new MRI sequences

📜 arxiv.org/abs/2503.067...

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RobustSpring: Benchmarking Robustness to Image Corruptions for... Standard benchmarks for optical flow, scene flow, and stereo vision algorithms generally focus on model accuracy rather than robustness to image corruptions like noise or rain. Hence, the...

2nd paper accepted at #ICLR 26: "RobustSpring: Benchmarking Robustness to Image Corruptions for Optical Flow, Scene Flow and Stereo"
openreview.net/forum?id=Reb...

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GeoDiv: Framework for Measuring Geographical Diversity in... Text-to-image (T2I) models are rapidly gaining popularity, yet their outputs often lack geographical diversity, reinforce stereotypes, and misrepresent regions. Given their broad reach, it is...

New paper out (accepted at #ICLR 26) "GeoDiv: Framework for Measuring Geographical Diversity in Text-to-Image Models" openreview.net/forum?id=Wli...

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Now accepted at #ICLR 🎊🙂 See you in Brazil! 🇧🇷

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We show a mathematically grounded user-interest model capturing these effects and a near-optimal scheduling algorithm for ad timing.

The main takeaway is simple:
Uniform spacing is rarely optimal.
Timing that respects human psychology matters.

Link: arxiv.org/pdf/2509.20304

#ICLR #ML #Algorithms

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ICLR decisions are out!

#ICLR #ICLR2026 @iclr-conf.bsky.social

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New paper introduces Gnosis, a lightweight self-awareness mechanism that lets frozen LLMs predict correctness by inspecting internal circuits (hidden states & attention).
📄 arXiv: 2512.20578
#AI #LLMs #MachineLearning #SelfAwareness #Interpretability #AIAlignment #NeurIPS #ICLR #DeepLearning

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Major AI conference flooded with peer reviews written fully by AI #AI #PeerReview #ICLR https://www.nature.com/articles/d41586-025-03506-6

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Une conférence scientifique sur l’IA polluée par l’IA générative et une fuite d’API - Next

#ICLR : Une conférence scientifique sur l’IA polluée par l’IA générative et une fuite d’API next.ink/211622/une-c...

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On top, all peer reviewers on this #ICLR AI conference exposed by bug in #OpenReview.
🧵⤵️

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A major #AIconference, the International Conference on Learning Representations (#ICLR), discovered that 21% of #peerreviews were fully #AIgenerated. #Researchers raised concerns about AI-generated #reviews, citing issues like #hallucinatedcitations and #vaguefeedback. Organisers will now use…

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A tweet from me from 2016: "Wonder how well the easychair database is secured. Imagine one hack exposing all reviewer's identities in there."

A tweet from me from 2016: "Wonder how well the easychair database is secured. Imagine one hack exposing all reviewer's identities in there."

A thought from 2016.

It took us nine years and a bit. In retrospect, I think we held out pretty long.

#iclr #openreview

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Another great day for the community 🫩 How can we ask for (let alone command) trust from the world at large, when we cannot even trust our own tools? #AcademicSky #compsky #compsi #iclr

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#ICLR Program chairs, Just stop the process already! We can trust the AC to make decision with reviews and responses but we cannot trust anything that happened since the leak.

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How do we do that? This is not the place to brainstorm, but I applaud the system of #ICLR to make reviews public, this is a first step, and in my opinion, this should be the standard. What do we need to hide? Furthermore, I will throw a simple idea: introduce an ELO system for reviewers.

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I've been thinking about all of this not as evidence of anything, but as a snapshot of the moment we're in..where, on one end, we debate the use of AI in #ICLR reviews and papers, and on the other, we talk about human-AI companionship as something discussable, and narratable.

6/n

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With about 20k?? submissions to #ICLR this year (in comparison to 11.6k in 2025 and 7.3k in 2024), the AI-mediated "production-certification gap" is likely to widen.

#ScAISci

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Gauge Symmetries for Efficient Zero- Knowledge Proofs of Transformers We introduce GaugeZKP, a symmetry-aware verification framework for Transformers that exploits the maximal gauge group of attention. For canonical models the maximal group is Gₘₐₓ = ((GL(dₖ))ʰ ×...

A paper that was likely generated by an #LLM with possible hallu-citations, received scores of 8/10 (poster acceptance level) from two of its three #ICLR (top ML conference) reviewers. (Un)fortunately, the third reviewer caught the issues and gave it a zero.

openreview.net/forum?id=1Ne...

#SciSci

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ICON Reports Third Quarter 2025 Results Gross business wins in the third quarter were $2,986 million and cancellations were $901 million. This resulted in net business wins of $2,086 million and a book to bill of 1.02. Following a quantitative assessment of goodwill performed as part of the annual impairment assessment at September 30, 2025, a non-cash goodwill impairment charge of $165.3...

#ICLR ICON Reports Third Quarter 2025 Results

www.stocktitan.net/news/ICLR/icon-reports-t...

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NAIPv2: Debiased Pairwise Learning for Fast Paper Quality Estimation

NAIPv2: Debiased Pairwise Learning for Fast Paper Quality Estimation

NAIPv2 uses debiased pairwise learning to estimate paper quality, achieving 78.2% AUC on ICLR submissions and was trained on a 24 k‑paper NAIDv2 dataset. Read more: getnews.me/naipv2-debiased-pairwise... #naipv2 #paperquality #iclr

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ICON Announces CEO Transition ICON plc (NASDAQ: ICLR), a leading clinical research organization, announced a significant leadership transition. Dr. Steve Cutler will retire as CEO, with Barry Balfe, current Chief Operating Officer, appointed as the new CEO effective October 1, 2025.Balfe, who joined ICON's executive leadership team in 2019, has served as President of Functional Services, President of Pharma Solutions, and most recently as COO since January 2025. Dr. Cutler will remain on the board as a non-executive director to ensure a smooth transition after his 14-year tenure with the company.

#ICLR ICON Announces CEO Transition

www.stocktitan.net/news/ICLR/icon-announces...

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