预测行驶中的交通参与者的轨迹运动，对于确保自动驾驶系统的安全性而言，既是一项重大挑战，也是一 项至关重要的需求。与大多数现有的、直接预测未来轨迹的数据驱动方法不同，我们从 规划（planning） 的视角 重新思考这一任务，提出一种" 先推理，后预测（First Reasoning, Then Forecasting） "的策略，该 策略显式地将行为意图作为轨迹预测的空间引导。为实现这一目标，进一步引入了一种可解释的、基于奖 励的意图推理器（intention reasoner），其建立在一种新颖的 以查询为中心的逆强化学习（query-centric Inverse Reinforcement Learning, IRL） 框架之上。我们的方法首先将交通参与者和场景元素编码为统一的 向量化表示，然后通过以查询为中心的范式聚合上下文特征。进而推导出一个 奖励分布（reward distribution） ——一种紧凑但信息丰富的表示，用于刻画目标参与者在给定场景上下文中的行为。在该奖 励启发式（reward heuristic）的引导下，我们进行策略 rollout，以推理多种可能的意图，从而为后续的轨迹 生 ...

Genuine Parts (GPC 7.68%), the automotive and industrial parts distributor known for its global NAPA Auto Parts and Motion brands, released its second-quarter 2025 earnings on July 22, 2025. The main headlines: GAAP revenue increased to $6.16 billion, slightly surpassing consensus GAAP estimates of $6,116.14 million, while adjusted diluted earnings per share (EPS) was $2.10, outpacing expectations of $2.07. Despite these modest 'beats,' both profit and cash flow metrics declined sharply compared to last yea ...

Aix-en-Provence, 22 July 2025 (6 p.m.) HIGHCO: BUSINESS DECLINE IN Q2 2025 IN LINE WITH FORECASTS (GROSS PROFIT: DOWN 10% LFL); EXPECTED DROP IN HALF-YEAR RESULTS; 2025 GUIDANCE RAISED WITH A RETURN TO GROWTH AS OF Q3 2025 Drop in business in Q2 2025 in line with expectations, with double-digit growth in the Activation division in France Q2 2025 gross profit1 of €15.19 m, down 10% LFL2.H1 2025 gross profit1 of €30.96 m, down 8.2% LFL2.Growth in the Activation division still driven by France (Q2 up 5% LFL; H ...

Domino's Pizza restaurant showing company logo above entrance, a major pizza restaurant chain with over 15,000 locations in the United States and internationally.As the restaurant industry aims to lure frugal consumers with discounts and deals, Domino's Pizza thinks it can steal diners from its competitors."I think the industry headwinds are actually tailwind for us. Meaning, of course, they're headwinds, but we're going to gain [market] share during this time frame," CEO Russell Weiner told CNBC on Monday. ...

RICHMOND, Calif., July 21, 2025 /PRNewswire/ -- Octillion Power Systems ("Octillion", or the "Company"), a California-based global-leading supplier of advanced high-density lithium-ion battery packs for electric vehicles of all types—today announced that it has expanded its existing partnership with Vision Marine Technologies Inc. (NASDAQ: VMAR) ("Vision") to produce high-voltage lithium-ion battery packs for their marine propulsion systems from Octillion's Reno, Nevada manufacturing facility. Octillion ...

Promotion Details - Binance launched an exclusive TRON Alpha promotion [1] - Trading fees are as low as 0.01% for a limited time [1]

Company Overview - Columbus McKinnon Corporation is a leading designer, manufacturer, and marketer of intelligent motion solutions for material handling [3] - The company focuses on commercial and industrial applications that require safety and quality through superior design and engineering [3] Upcoming Financial Results - Columbus McKinnon will release its first quarter fiscal 2026 results before the market opens on July 30, 2025 [1] - Management will host a conference call at 10:00 a.m. Eastern Time to review financial and operating results and discuss corporate strategy and outlook [2] Conference Call Details - The conference call will be available via live webcast on the company's Investor Relations webpage [2] - A replay of the call will be accessible approximately two hours after the call, available until August 13, 2025 [2]

SANTA MONICA, Calif., and VANCOUVER, BC, July 17, 2025 /PRNewswire/ -- Lionsgate (NYSE: LION) today announced it will release its financial results for the fiscal 2026 first quarter ended June 30, 2025 after market close on Thursday, August 7. Lionsgate senior management will hold its analyst and investor conference call to discuss its fiscal 2026 first quarter at 5:00 P.M. ET/2:00 P.M. PT on Thursday, August 7. Interested parties may listen to the live webcast by visiting the events page on the Lionsgate I ...

TikTok lures songwriters with new promotional features | TechCrunch https://t.co/NtcYh65vnE ...

Macroeconomic Group - The June CPI in the US showed a year-on-year increase of 2.7%, the highest level since February, with a month-on-month increase of 0.3%, marking a new high since January [2] - The core CPI for June was 2.9% year-on-year, slightly below the expected 3.0%, while the month-on-month core CPI was 0.2% [2] - The PPI for June increased by 2.3% year-on-year, the lowest since October 2024, with a month-on-month change of 0.0% [3] Advanced Manufacturing Group - Among 12 car manufacturers, 7 achieved over 40% of their annual sales targets, indicating significant market differentiation [7] - BYD faced a rare decline in both year-on-year and month-on-month sales, highlighting intense market competition [7] - The "Two New" policy and new product launches are expected to be crucial for the second half of the year [8] Consumer Group - The company "匠心家居" anticipates a net profit of 410-460 million yuan for the first half of 2025, representing a year-on-year growth of 43.7%-61.2% [10] - The growth is attributed to the expansion in overseas markets and optimization of product structure, with net profit margins increasing from 11.6% in 2017 to 26.8% in 2024 [10] - The successful launch of the high-end brand MotoMotion in the US market has been a significant driver of performance [10]