Bin Chen

The Behavior-to-Value (B2V) task is proposed, a behavior-to-value measurement model based on Value Verification Tuning, which learns to assess whether behaviors provide sufficient evidence for each value inference, and experiments show that B2V-Verifier outperforms strong LLM baselines, improving multi-label classification by 34\%.

Neural image compression can finally rival classic formats in raw throughput, achieving 2000 FPS decoding and practical 20 FPS encoding while matching JPEG's rate-distortion performance.

VoRTeC slashes bit consumption by 58% while boosting decoding speeds up to 197 times, revolutionizing real-time video compression.