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Auditing Privacy in Multi-Tenant RAG under Account Collusion
arXiv:2605.19847v2 Announce Type: replace Abstract: Multi-tenant RAG services often treat the account as the privacy boundary: each account receives an $(\varepsilon_{\text{acc}},\delta_{\text{acc}})$-DP retrieval guarantee against the tenant index. We show that this framing understates leakage under same-index account collusion. For Gaussian noise-then-select retrieval, $k$ coordinated same-tenant accounts compose to joint leakage $\Theta(\sqrt{k}\,\varepsilon_{\text{acc}})$, not...
A Pre-Registered Causal Partition of Self-Consistency Elicitation and Reward Design in RLVR
arXiv:2606.05932v2 Announce Type: replace Abstract: Reinforcement learning from verifiable rewards (RLVR) improves reasoning even when the reward signal is spurious -- assigning credit to the group-plurality answer rather than a ground-truth verifier. Practitioners commonly interpret naive = acc(TRUE) - acc(RANDOM) as the reward-design effect. We prove this estimand is systematically biased: it conflates self-consistency elicitation (sharpening the policy toward its modal answer via majority...
A Pre-Registered Causal Partition of Self-Consistency Elicitation and Reward Design in RLVR
Announce Type: new Abstract: Reinforcement learning from verifiable rewards (RLVR) improves reasoning even when the reward signal is spurious -- assigning credit to the group-plurality answer rather than a ground-truth verifier. Practitioners commonly interpret naive = acc(TRUE) - acc(RANDOM) as the reward-design effect. We prove this estimand is systematically biased: it conflates self-consistency elicitation (sharpening the policy toward its modal answer via majority pseudo-reward) with...
How back is the U? Can Clemson rebound? Previewing...
Life in the ACC certainly isn't boring. In the past year alone, the conference has produced a long and awkward CFP rankings battle, an irate affiliate member, a thrilling national title game run, the strangest tiebreaker result imaginable, an out-of-nowhere 11-win season, the most disappointing team in the country, an epic pro-to-college face-plant, 18 of the 38 best games of the 2025 season, the No. 1 pick in the NFL draft (indirectly) and the most awkward possible move to nine-game...
Molecular dynamics insights into biomineralisation mediated by acidic intrinsically disordered proteins: a case study of molluscan Aspein from the pearl oyster Pinctada fucata
Biomineralisation is a ubiquitous phenomenon that still fascinates the scientific community. Mineralised structures are most notably encountered in marine lifeforms the shell or exoskeleton of which are formed by precipitating specific calcium carbonate (CaCO3) polymorphs, known as amorphous (ACC), vaterite, aragonite, and calcite. To control crystalline polymorphism in their shell layers, bivalves have evolved strategies involving ion-binding secretomes composed of shell matrix proteins (SMPs).
Nepal cricket board apologises as Bhutan's Choden becomes first-ever to...
Bhutan cricketer Ritshi Choden made history for an unfortunate reason after becoming the first woman batter to be timed out in international cricket. The incident happened during Bhutan's run chase against Nepal in the ACC Premier Cup in Malaysia. After opener Ngawang Choden was dismissed on the very first ball, Ritshi Choden took more than 90 seconds to reach the crease.
Future Power Rankings: How all 68 Power 4 college football teams stack up
Projecting a college football program's future is harder than ever. Rosters and fortunes change dramatically and championship pathways are more open than ever. The assets that make a program great in 2026 might not be there in 2027.
Ranking college football's top 100 newcomers for t...
If the upcoming 2026 college football season is anything like its predecessor, transfer quarterbacks and top freshmen will be crucial for many College Football Playoff runs. And by now, with less than 100 days until the start of the season, we can assess rosters and what players did during spring practice with their new teams. While we have analyzed the top newcomer for each Power 4 team, these rankings are regardless of teams.
IGenBench: Benchmarking the Reliability of Text-to-Infographic Generation
arXiv:2601.04498v2 Announce Type: replace Abstract: Infographics are composite visual artifacts that combine data visualizations with textual and illustrative elements to communicate information. While recent text-to-image (T2I) models can generate aesthetically appealing images, their reliability in generating infographics remains unclear. Generated infographics may appear correct at first glance but contain easily overlooked issues, such as distorted data encoding or incorrect textual content.
10 things to know for super regionals, plus future...
The NCAA baseball tournament doesn't have cute names for each round. There isn't a First Four or Final Four. There's no Elite Eight.