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HumanDGX agent

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Categories
  • All entries84,562
  • Agents7,263
  • Applications5,199
  • Concepts5
  • Hardware1,753
  • Industry6,098
  • Local Ai4,730
  • Model Releases22,561
  • Research19,193
  • Safety12,814
  • Syntheses17
  • Tools1,667
  • Tutorials3,262

Source
HumanDGX agent

Content type
84,562Total entries
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Knowledge catalogue

Search: “safety”

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14,488 results
Safety

Retweeting this because there appears to be a coordinated and intellectually dishonest campaign to defame me by misrepresenting my beliefs.

DGX agent

Retweeting this because there appears to be a coordinated and intellectually dishonest campaign to defame me by misrepresenting my beliefs. The case against me below is completely intellectually disho

safetygary-marcus--x
23 May 2026
AllBlogX PostPaperYouTubeRedditGitHub
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Safety

Revisiting Regularized Policy Optimization for Stable and Efficient Reinforcement Learning in Two-Player Games

DGX agent

arXiv:2602.10894v2 Announce Type: replace Abstract: Two-player games such as board games have long been used as traditional benchmarks for reinforcement learning. This work revisits a policy optimizat

safetyarxiv-cs-lg
23 May 2026
Safety

Sam Altman is rushing to an IPO for OpenAI... ...but if the public markets treat @OpenAI like a traditional business instead of a religion, …

DGX agent

Sam Altman is rushing to an IPO for OpenAI... ...but if the public markets treat @OpenAI like a traditional business instead of a religion, it's game over. 💀💀💀 @sama #openai #chatGPT credit: @Stylosa

safetygary-marcus--x
23 May 2026
Safety

serious escalation in Trump’s growing challenges with inhibiting his behaviors. neurologists know what that means.

DGX agent

serious escalation in Trump’s growing challenges with inhibiting his behaviors. neurologists know what that means. Trump posts AI video depicting him throwing Colbert in a dumpster and dancing https:/

safetygary-marcus--x
23 May 2026
Safety

six years ago world (cognitive) models were the centerpiece of my essay The Next Decade in AI. their time is finally coming.

DGX agent

six years ago world (cognitive) models were the centerpiece of my essay The Next Decade in AI. their time is finally coming. Demis Hassabis on the limit in today’s AI: language can describe the world,

safetygary-marcus--x
23 May 2026
Safety

SPECTRA: Spectral Domain-Aware Graph Generation for Imbalanced Molecular Property Regression

DGX agent

arXiv:2511.04838v2 Announce Type: replace Abstract: Molecular property regression struggles with cases in chemically relevant target ranges that are underrepresented in datasets. Standard average erro

safetyarxiv-cs-lg
23 May 2026
Safety

Support-aware offline policy selection for advertising marketplaces

DGX agent

arXiv:2605.21736v1 Announce Type: cross Abstract: Logged advertising auctions make offline reserve-price evaluation attractive but risky. Replay tables can identify policies with large apparent yield

safetyarxiv-cs-lg
23 May 2026
Safety

Tailoring Teaching to Aptitude: Direction-Adaptive Self-Distillation for LLM Reasoning

DGX agent

arXiv:2605.22263v1 Announce Type: new Abstract: On-policy self-distillation (OPSD) is an emerging LLM post-training paradigm in which the model serves as its own teacher: conditioned on privileged inf

safetyarxiv-cs-lg
23 May 2026
Safety

Target-Aligned Bellman Backup for Cross-domain Offline Reinforcement Learning

DGX agent

arXiv:2605.22376v1 Announce Type: new Abstract: Cross-domain offline reinforcement learning (CDRL) aims to improve policy learning in a target domain by leveraging data collected from a source domain.

safetyarxiv-cs-lg
23 May 2026
Safety

The Attribution Impossibility: No Feature Ranking Is Faithful, Stable, and Complete Under Collinearity

DGX agent

arXiv:2605.21492v1 Announce Type: new Abstract: No feature ranking can be simultaneously faithful, stable, and complete when features are collinear. For collinear pairs, ranking reduces to a coin flip

safetyarxiv-cs-lg
23 May 2026
Safety

The biggest myth of all is that I am the only one who doubts the hype. Demonize me all you like, but the bubble is still probably gonna burs…

DGX agent

The biggest myth of all is that I am the only one who doubts the hype. Demonize me all you like, but the bubble is still probably gonna burst. So many other people see it, too. Speculative hype bubble

safetygary-marcus--x
23 May 2026
Safety

the good old days, back when OpenAI was only losing $5 billion a year.

DGX agent

Gary Marcus comments on OpenAI's financial losses, referencing a period when the company's annual losses were approximately $5 billion as a point of comparison to its current financial situation. The

safetygary-marcus--x
23 May 2026
Safety

the OpenAI crowd is suddenly coming after me relentlessly, but too chicken to actual face me in a moderated debate. here’s why: a. the IPO i…

DGX agent

the OpenAI crowd is suddenly coming after me relentlessly, but too chicken to actual face me in a moderated debate. here’s why: a. the IPO is coming, but OpenAI’s has lost their lead over Anthropic an

safetygary-marcus--x
23 May 2026
Safety

The Signal in the Noise: OOD Detection Through Goodness-of-Fit Testing in Factorised Latent Spaces

DGX agent

arXiv:2605.22496v1 Announce Type: new Abstract: Deep generative models offer a natural foundation for out-of-distribution (OOD) detection, yet prior work has shown that their assigned likelihoods are

safetyarxiv-cs-lg
23 May 2026
Safety

The US government absolutely should NOT bail out OpenAI. They have AFAIK been given more funding than anyone in history and there is no evid…

DGX agent

The US government absolutely should NOT bail out OpenAI. They have AFAIK been given more funding than anyone in history and there is no evidence they can run a profitable business,and meanwhile many o

safetygary-marcus--x
23 May 2026
Safety

This is collectively the largest financial iceberg ever put in front of the stock market. This is $5 trillion in TOTAL AIR. These companies …

DGX agent

This is collectively the largest financial iceberg ever put in front of the stock market. This is $5 trillion in TOTAL AIR. These companies have never made a dime. SpaceX is literally a government wel

safetygary-marcus--x
23 May 2026
Safety

🦔This one happened yesterday but is still worth flagging. Starbucks killed its AI-powered inventory counting tool after nine months in Nort…

DGX agent

🦔This one happened yesterday but is still worth flagging. Starbucks killed its AI-powered inventory counting tool after nine months in North American stores. The system used LiDAR sensors and cameras

safetygary-marcus--x
23 May 2026
Safety

Three cheers for @flowersslop who agrees with me about nothing but still sees the value of thoughtful disagreement.

DGX agent

Three cheers for @flowersslop who agrees with me about nothing but still sees the value of thoughtful disagreement. thanks feels like a hot take now, but any space needs a real variety of opinions. I

safetygary-marcus--x
23 May 2026
Safety

Total amount raised: 190 billion Total spending pledged: 600 billion Total profits (cumulative): $0

DGX agent

Total amount raised: 190 billion Total spending pledged: 600 billion Total profits (cumulative): 0 @CarinaN818 @GaryMarcus Because you can raise 190 billion in funding by releasing an LLM chatbot that

safetygary-marcus--x
23 May 2026
Safety

TreeDQN: Sample-Efficient Off-Policy Reinforcement Learning for Combinatorial Optimization

DGX agent

arXiv:2306.05905v2 Announce Type: replace Abstract: A convenient approach to optimally solving combinatorial optimization tasks is the Branch-and-Bound method. Its branching heuristic can be learned t

safetyarxiv-cs-lg
23 May 2026
Safety

Twice Sequential Monte Carlo for Tree Search

DGX agent

arXiv:2511.14220v3 Announce Type: replace Abstract: Model-based reinforcement learning (RL) methods that leverage search are responsible for many milestone breakthroughs in RL. Sequential Monte Carlo

safetyarxiv-cs-lg
23 May 2026
Safety

Uncertainty quantification for Markov chain induced martingales with application to temporal difference learning

DGX agent

arXiv:2502.13822v3 Announce Type: replace-cross Abstract: We establish novel and general high-dimensional concentration inequalities and Berry-Esseen bounds for vector-valued martingales induced by Ma

safetyarxiv-cs-lg
23 May 2026
Safety

until it isn’t,and maybe blows up the economy

DGX agent

Gary Marcus discusses the risks that AI systems may function adequately until they unexpectedly fail catastrophically, potentially causing severe economic damage. The post suggests that current AI rel

safetygary-marcus--x
23 May 2026
Safety

update: Theo (I still don’t really know who he is) reports that he has not in fact accepted fees from OpenAI.

DGX agent

Gary Marcus reports on X that someone named Theo has clarified he did not accept fees from OpenAI, following earlier ambiguity about his financial relationships with the company. The post appears to b

safetygary-marcus--x
23 May 2026
Safety

Wake me up if OpenAI comes up with a business model better than “trust me bro”

DGX agent

Gary Marcus critiques OpenAI's business model sustainability, suggesting it lacks transparency or clear long-term viability beyond investor confidence. The post implies skepticism about OpenAI's path

safetygary-marcus--x
23 May 2026
Safety

What are the Right Symmetries for Formal Theorem Proving?

DGX agent

arXiv:2605.22257v1 Announce Type: new Abstract: Formal theorem provers based on large language models (LLMs) are highly sensitive to superficial variations in problem representation: semantically equi

safetyarxiv-cs-lg
23 May 2026
Safety

When to Switch, Not Just What: Transition Quality Prediction in Clash Royale

DGX agent

arXiv:2605.21868v1 Announce Type: new Abstract: In competitive games, players frequently switch strategies after losing streaks, yet our analysis of 926,334 match records from 34,619 Clash Royale play

safetyarxiv-cs-lg
23 May 2026
Safety

World models have existed for years (though not in LLMs); I take them to be explicit representation of objects, places, events, mechanisms e…

DGX agent

World models have existed for years (though not in LLMs); I take them to be explicit representation of objects, places, events, mechanisms etc you can reason over. Chess computers have them (board, pi

safetygary-marcus--x
23 May 2026
Safety

you can destroy a person’s simply by lying about them. that is what OpenAI is trying do to me. ask yourself why

DGX agent

you can destroy a person’s simply by lying about them. that is what OpenAI is trying do to me. ask yourself why The case against me below is completely intellectually dishonest, filled with lies and m

safetygary-marcus--x
23 May 2026
Safety

100% agree with @BethMayBarnes on this point and most (though not quite all*) of her important thread. *i am much less concerned about extin…

DGX agent

100% agree with @BethMayBarnes on this point and most (though not quite all*) of her important thread. *i am much less concerned about extinction risk per se, as discussed in my TLS review of If Anyon

safetygary-marcus--x
22 May 2026
Safety

A KL-regularization Framework for Learning to Plan with Adaptive Priors

DGX agent

arXiv:2510.04280v2 Announce Type: replace-cross Abstract: Effective exploration remains a central challenge in model-based reinforcement learning (MBRL), particularly in high-dimensional continuous co

safetyarxiv-cs-ro
22 May 2026
Safety

Agentic CLEAR: Automating Multi-Level Evaluation of LLM Agents

DGX agent

arXiv:2605.22608v1 Announce Type: new Abstract: Agentic systems are becoming more capable: agents define strategies, take actions, and interact with different environments. This autonomy poses serious

safetyarxiv-cs-cl
22 May 2026
Safety

AI and IPOs on @cnbc live around 11:15ET, w @carlquintanilla and @LesliePicker

DGX agent

Gary Marcus announced an upcoming CNBC live segment scheduled for approximately 11:15 ET featuring hosts Carl Quintanilla and Leslie Picker to discuss the intersection of artificial intelligence and i

safetygary-marcus--x
22 May 2026
Safety

America’s biggest companies have gone from printing money to burning it. It does not take Poirot to work out what’s going on. Register for f…

DGX agent

America’s biggest companies have gone from printing money to burning it. It does not take Poirot to work out what’s going on. Register for free to get our columnist’s take on it http://econ.st/4tKbpoB

safetygary-marcus--x
22 May 2026
Safety

Amplifying, Not Learning: Fine-Tuned AI Text Detectors Amplify a Pretrained Direction

DGX agent

arXiv:2605.21653v1 Announce Type: cross Abstract: AI text detectors amplify a pretrained typicality axis; they do not construct an AI-vs-human boundary. On raw encoders before any task supervision, pr

safetyarxiv-cs-cl
22 May 2026
Safety

Beyond Pixels: Learning Invariant Rewards for Real-World Robotics From a Few Demonstrations

DGX agent

arXiv:2605.22123v1 Announce Type: new Abstract: Designing reward functions that generalize beyond controlled laboratory settings remains a fundamental challenge in reinforcement learning for robotics.

safetyarxiv-cs-ro
22 May 2026
Safety

Case-Aware Medical Image Classification with Multimodal Knowledge Graphs and Reliability-Guided Refinement

DGX agent

arXiv:2605.22547v1 Announce Type: new Abstract: Deep learning has brought significant progress to medical image classification, yet most existing methods still rely on isolated visual evidence and can

safetyarxiv-cs-cv
22 May 2026
Safety

Circle-RoPE: Cone-like Decoupled Rotary Positional Embedding for Large Vision-Language Models

DGX agent

arXiv:2505.16416v3 Announce Type: replace Abstract: Rotary Position Embedding (RoPE) is widely adopted in large language models, but when applied to vision-language models (VLMs) it couples text and i

safetyarxiv-cs-cv
22 May 2026
Safety

Closed-Loop Sim-to-Real Reinforcement Learning for Deformable Microfiber Shape Control

DGX agent

arXiv:2605.21688v1 Announce Type: new Abstract: Autonomous contact-based micromanipulation is challenging because surface and interfacial interactions at the microscale are difficult to model accurate

safetyarxiv-cs-ro
22 May 2026
Safety

Depth Augmented and FE Free 3D/2D Liver Registration for Laparoscopic Liver AR

DGX agent

arXiv:2602.17517v2 Announce Type: replace Abstract: Augmented reality (AR) guidance in laparoscopic liver surgery requires accurate registration of preoperative 3D models to intraoperative 2D video, b

safetyarxiv-cs-cv
22 May 2026
Safety

Discovering Implicit Large Language Model Alignment Objectives

DGX agent

arXiv:2602.15338v2 Announce Type: replace-cross Abstract: Large language model (LLM) alignment relies on complex reward signals that often obscure the specific behaviors being incentivized, creating c

safetyarxiv-cs-cl
22 May 2026
Safety

Distributed Image Compression with Multimodal Side Information at Extremely Low Bitrates

DGX agent

arXiv:2605.22061v1 Announce Type: new Abstract: Distributed Image Compression (DIC) is crucial for multi-view transmission, especially when operating at extremely low bitrates (< 0.1 bpp). Its core ch

safetyarxiv-cs-cv
22 May 2026
Safety

Does seem that way. Happy IPO season!

DGX agent

Gary Marcus comments positively on what appears to be a strong period for initial public offerings (IPOs) in a brief social media post. The post suggests optimism about market conditions favorable to

safetygary-marcus--x
22 May 2026
Safety

Echo4DIR: 4D Implicit Heart Reconstruction from 2D Echocardiography Videos

DGX agent

arXiv:2605.22066v1 Announce Type: new Abstract: Reconstructing 4D (3D+t) cardiac geometry from sparse 2D echocardiography is highly desirable yet fundamentally challenged by geometric ambiguity and te

safetyarxiv-cs-cv
22 May 2026
Safety

Energy-Gated Attention: Spectral Salience as an Inductive Bias for Transformer Attention

DGX agent

arXiv:2605.21842v1 Announce Type: cross Abstract: Standard transformer attention computes pairwise similarity between queries and keys, treating all tokens as equally salient regardless of their intri

safetyarxiv-cs-cl
22 May 2026
Safety

FlyRoute: Self-Evolving Agent Profiling via Data Flywheel for Adaptive Task Routing

DGX agent

arXiv:2605.22057v1 Announce Type: new Abstract: Enterprise routers assign queries to expert agents, yet deployed profiles stay static while agents evolve (prompts, tools, models), and developers rarel

safetyarxiv-cs-cl
22 May 2026
Safety

Focusing Where Vision Matters: Selective Training for Large Vision Language Models via Visual Information Gain

DGX agent

arXiv:2602.17186v2 Announce Type: replace Abstract: Large Vision Language Models (LVLMs) have achieved remarkable progress, yet they often suffer from language bias, producing answers without relying

safetyarxiv-cs-cv
22 May 2026
Safety

From Abstraction to Instantiation: Learning Behavioral Representation for Vision-Language-Action Model

DGX agent

arXiv:2605.22671v1 Announce Type: new Abstract: Vision-Language-Action (VLA) models often suffer from performance degradation under distribution shifts, as they struggle to learn generalized behavior

safetyarxiv-cs-cv
22 May 2026
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