Self-Distillation Enables Continual Learning [pdf]
from arxiv.org
25
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teleforce
4h ago
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Article:
2 min
The article provides an overview of various bibliographic, citation, code, data, media, and demo tools associated with the 'Self-Distillation Enables Continual Learning' paper. It also introduces arXivLabs, a platform for developing experimental projects in collaboration with community members.
- alphaXiv, CatalyzeX Code Finder for Papers, DagsHub, GotitPub, Hugging Face, Papers with Code, Replicate, TXYZ.AI
Discussion (12):
2 min
The comment thread discusses an academic paper on reinforcement learning, focusing on the use of technical terms and concepts such as 'policy' in the context of language models. There is confusion among readers about these terms, leading to a debate between those who are familiar with the field and those seeking clarification.
- The title and abstract are overly confident.
- The choice of words in the title and abstract is jarring.
Counterarguments:
- Gemini tells me it's the probability of the next token for an LLM.
- It’s quite common these days to treat an LLM as a policy.
Research
Academic Tools, Bibliography Management
Tesla Solar Roof is on life support as it pivot to panels
from electrek.co
22
by
celsoazevedo
1h ago
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Article:
16 min
Tesla's Solar Roof project has significantly underperformed expectations, with only around 3,000 installations completed since its launch in 2016. The company is now pivoting to conventional solar panels and has stopped reporting deployment numbers for the Solar Roof product.
Tesla's pivot to conventional panels may influence the market for solar energy solutions, potentially leading to more widespread adoption as the technology becomes more accessible and affordable.
- Initial promise of the Solar Roof product was for 1,000 installations per week by end-2019.
- Actual installations reached approximately 3,000 total through early 2023.
- Tesla has stopped reporting solar deployment figures and is focusing on conventional panels instead.
- Customers face challenges with installation delays, service issues, and product performance.
Quality:
The article provides a detailed analysis of Tesla's Solar Roof project, including both positive and negative aspects.
Discussion (8):
The comment thread discusses skepticism towards Tesla's financial motives behind the introduction of Solar Roof and opinions on the complexity of installing solar roofs with tiny tiles.
Business
Automotive, Technology
Bear spray is exploding in the trash near Yellowstone National Park
from sfgate.com
13
by
turtlegrids
2h ago
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Article:
11 min
Bear spray disposal issue at Yellowstone National Park's gateway communities leads to safety concerns and environmental hazards.
- Bear spray is commonly used by visitors to Yellowstone for safety, but poses issues when it reaches the end of its use.
- Visitors often dispose of bear spray in trash bins due to restrictions on air travel and lack of necessity at home.
- Explosions occur regularly during compaction processes, affecting sanitation workers and delaying work.
- Bear spray compounds degrade over time, reducing effectiveness and posing disposal challenges.
- There are no established recycling programs for bear spray canisters around Yellowstone National Park.
Quality:
The article provides factual information without expressing strong opinions or biases.
Discussion (16):
2 min
The comment thread discusses the issue of tourists buying and disposing of bear spray in Yellowstone, with suggestions for solving this problem through community-based systems like hiker boxes. There is a debate on the cost-effectiveness of renting vs buying bear spray, as well as whether such solutions would work within the tourist culture.
- rental cost is nearly the same as buying a can of bear spray
Counterarguments:
- it's cheaper to buy a can than use one of the local shops renting bear spray
- the tourist culture may not align with the hiker box system
Environment
, Waste Management, Conservation, Outdoor Recreation
Turnspit Dog
from en.wikipedia.org
13
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doener
4h ago
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Article:
33 min
The article discusses the history and characteristics of the turnspit dog, a breed that was used to turn meat on a wheel in kitchens. It became extinct due to advancements in kitchen technology and is now preserved at Abergavenny Museum.
- Turnspit dogs were bred to run on a wheel to turn meat for even cooking.
- They were used extensively before kitchen technology advancements led to their decline.
- The breed is now extinct, but one example can be seen at Abergavenny Museum.
- Their appearance was described as long-bodied and crooked-legged.
Discussion (0):
More comments needed for analysis.
History
Domestic Animals, Extinct Breeds
Prepare your "no" and keep it handy
from sive.rs
5
by
Curiositry
3h ago
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Article:
3 min
The article provides strategies for effectively declining requests by preparing a polite 'no' in advance and memorizing it for in-person situations.
- Memorizing the text for on-the-spot use
- Clear, grateful, explanatory, and wishful response structure
Quality:
The article provides practical advice without promoting any specific product or service.
Discussion (0):
More comments needed for analysis.
Personal Development
Communication Skills, Self-Improvement
How to buy cheap Claude tokens in China
from chinatalk.media
4
by
RyanShook
3h ago
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Article:
32 min
The article discusses how Chinese developers access American AI models like Anthropic’s Claude through a 'transfer station' economy, which involves API proxies that route requests as if they originate from legitimate accounts in supported countries. This allows users to purchase tokens at significantly reduced prices compared to official rates, often around 10% of the original price.
This 'transfer station' economy exposes blind spots in AI safety frameworks designed to prevent harms that extend beyond the US-China rivalry, from misuse by malicious actors to the erosion of provider traceability, while feeding into criminal markets that exploit ordinary people.
- Transfer stations operate in an illegal and unaccountable manner, routing data through middlemen.
- Users can access Claude at 10% of the original price by using transfer stations.
- The 'one fish, three meals' strategy involves markup on access, swapping models, and harvesting logs for downstream markets.
Quality:
The article provides detailed information and analysis without expressing personal opinions.
Discussion (0):
More comments needed for analysis.
Technology
AI/ML, Internet, China